In [1]:
!pip install kaggle
!mkdir ~/.kaggle
!cp /content/kaggle.json ~/.kaggle/kaggle.json
!chmod 600 /root/.kaggle/kaggle.json
Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
Requirement already satisfied: kaggle in /usr/local/lib/python3.7/dist-packages (1.5.12)
Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.8.2)
Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from kaggle) (2.23.0)
Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from kaggle) (4.64.0)
Requirement already satisfied: urllib3 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.24.3)
Requirement already satisfied: certifi in /usr/local/lib/python3.7/dist-packages (from kaggle) (2022.6.15)
Requirement already satisfied: six>=1.10 in /usr/local/lib/python3.7/dist-packages (from kaggle) (1.15.0)
Requirement already satisfied: python-slugify in /usr/local/lib/python3.7/dist-packages (from kaggle) (6.1.2)
Requirement already satisfied: text-unidecode>=1.3 in /usr/local/lib/python3.7/dist-packages (from python-slugify->kaggle) (1.3)
Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (3.0.4)
Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->kaggle) (2.10)
mkdir: cannot create directory ‘/root/.kaggle’: File exists

Loading the Dataset from Kaggle

Dataset contains a total of 2500 audio files of males and females, choose any 15 words out of available corpus for each of the speaker.

In [2]:
!kaggle datasets download -d hazrat/urdu-speech-dataset
urdu-speech-dataset.zip: Skipping, found more recently modified local copy (use --force to force download)
In [3]:
!unzip *.zip
Archive:  urdu-speech-dataset.zip
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Word Selection

A corpus of the 15 words chosen will be made for further process.

Note - Words are chosen at random

Using Librosa to Identify the words from the recorded audio

In [4]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import librosa
import librosa.display
from IPython.display import Audio
  1. Index = xx83

'ش' = Shah (King)

In [5]:
Audio(data = r'files/AKMNG2/AKMNG2083.wav')
Out[5]:
Your browser does not support the audio element.
  1. Index = xx84

'سو' = So (Sleep)

In [6]:
Audio(data = r'files/AKMNG2/AKMNG2084.wav')
Out[6]:
Your browser does not support the audio element.
  1. Index = xx85

'خود' = Khud (Myself)

In [7]:
Audio(data = r'files/AKMNG2/AKMNG2085.wav')
Out[7]:
Your browser does not support the audio element.
  1. Index = xx98

'تعلیم' = Taleem (Education)

In [8]:
Audio(data = r'files/AKMNG2/AKMNG2098.wav')
Out[8]:
Your browser does not support the audio element.
  1. Index = x113

'پا رٹی' = (Party)

In [9]:
Audio(data = r'files/AKMNG2/AKMNG2113.wav')
Out[9]:
Your browser does not support the audio element.
  1. Index = x110

'ادا' = Ada (Pay)

In [10]:
Audio(data = r'files/AKMNG2/AKMNG2110.wav')
Out[10]:
Your browser does not support the audio element.
  1. Index = x146

'گرفتار' = Giraftar (Arrest)

In [11]:
Audio(data = r'files/AKMNG2/AKMNG2146.wav')
Out[11]:
Your browser does not support the audio element.
  1. Index = x178

'پیداوار' = Paidawar (Production)

In [12]:
Audio(data = r'files/AKMNG2/AKMNG2178.wav')
Out[12]:
Your browser does not support the audio element.
  1. Index = x189

'موجودہ' = Maujuda (Current)

In [13]:
Audio(data = r'files/AKMNG2/AKMNG2189.wav')
Out[13]:
Your browser does not support the audio element.
  1. Index = x193

'سخت' = Sakth (Tough)

In [14]:
Audio(data = r'files/AKMNG2/AKMNG2193.wav')
Out[14]:
Your browser does not support the audio element.
  1. Index = x248

'صفحہ' = Sifaha (Page)

In [15]:
Audio(data = r'files/AKMNG2/AKMNG2248.wav')
Out[15]:
Your browser does not support the audio element.
  1. Index = x123

'بھارت' = Bharat (India)

In [16]:
Audio(data = r'files/AKMNG2/AKMNG2123.wav')
Out[16]:
Your browser does not support the audio element.
  1. Index = x137

'تکنیکی' = Taqneeki (Technical)

In [17]:
Audio(data = r'files/AKMNG2/AKMNG2137.wav')
Out[17]:
Your browser does not support the audio element.
  1. Index = x144

'خصوصی'= Khasoosi (Special)

In [18]:
Audio(data = r'files/AKMNG2/AKMNG2144.wav')
Out[18]:
Your browser does not support the audio element.
  1. Index = x149

'اختیار' = Aftiyar (Option)

In [19]:
Audio(data = r'files/AKMNG2/AKMNG2149.wav')
Out[19]:
Your browser does not support the audio element.
In [20]:
corpus=['083','084','085','098','113','110','146','178','189','193','248','123','137','144','149']

word_Eng=['Shah(King)','So(Sleep)','Khud(Myself)','Taleem(Education)','Party','Ada(Pay)','Giraftar(Arrest)','Paidawar(Production)',
              'Maujuda(Current)','Sakth(Tough)','Sifaha(Page)','Bharat(India)','Taqneeki(Technical)','Khasoosi(Special)','Aftiyar(Option)']

word_Urdu=[
'ش'
'سو',
'خود',
'تعلیم',
'پا رٹی',
'ادا',
'گرفتار',
'پیداوار',
'موجودہ',
'سخت',
'صفحہ',
'بھارت',
'تکنیکی',
'خصوصی',
'اختیار'
]

Creating a file list for Training data

10 individuals will comprise of the training set

In [21]:
file_list=[]

for i in corpus:
  file_list.append('files/AAMNG1/AAMNG1'+str(i)+".wav")
  file_list.append('files/ABMNG1/ABMNG1'+str(i)+".wav")
  file_list.append('files/AEFYG1/AEFYG1'+str(i)+".wav")
  file_list.append('files/AFFYG1/AFFYG1'+str(i)+".wav")
  file_list.append('files/AGMNG1/AGMNG1'+str(i)+".wav")
  file_list.append('files/AHMNG1/AHMNG1'+str(i)+".wav")
  file_list.append('files/ACMNG2/ACMNG2'+str(i)+".wav")
  file_list.append('files/AIMYG2/AIMYG2'+str(i)+".wav")
  file_list.append('files/AJMNG2/AJMNG2'+str(i)+".wav")
  file_list.append('files/AKMNG2/AKMNG2'+str(i)+".wav")
In [22]:
print("The following is the list of files used :\n",file_list)
The following is the list of files used :
 ['files/AAMNG1/AAMNG1083.wav', 'files/ABMNG1/ABMNG1083.wav', 'files/AEFYG1/AEFYG1083.wav', 'files/AFFYG1/AFFYG1083.wav', 'files/AGMNG1/AGMNG1083.wav', 'files/AHMNG1/AHMNG1083.wav', 'files/ACMNG2/ACMNG2083.wav', 'files/AIMYG2/AIMYG2083.wav', 'files/AJMNG2/AJMNG2083.wav', 'files/AKMNG2/AKMNG2083.wav', 'files/AAMNG1/AAMNG1084.wav', 'files/ABMNG1/ABMNG1084.wav', 'files/AEFYG1/AEFYG1084.wav', 'files/AFFYG1/AFFYG1084.wav', 'files/AGMNG1/AGMNG1084.wav', 'files/AHMNG1/AHMNG1084.wav', 'files/ACMNG2/ACMNG2084.wav', 'files/AIMYG2/AIMYG2084.wav', 'files/AJMNG2/AJMNG2084.wav', 'files/AKMNG2/AKMNG2084.wav', 'files/AAMNG1/AAMNG1085.wav', 'files/ABMNG1/ABMNG1085.wav', 'files/AEFYG1/AEFYG1085.wav', 'files/AFFYG1/AFFYG1085.wav', 'files/AGMNG1/AGMNG1085.wav', 'files/AHMNG1/AHMNG1085.wav', 'files/ACMNG2/ACMNG2085.wav', 'files/AIMYG2/AIMYG2085.wav', 'files/AJMNG2/AJMNG2085.wav', 'files/AKMNG2/AKMNG2085.wav', 'files/AAMNG1/AAMNG1098.wav', 'files/ABMNG1/ABMNG1098.wav', 'files/AEFYG1/AEFYG1098.wav', 'files/AFFYG1/AFFYG1098.wav', 'files/AGMNG1/AGMNG1098.wav', 'files/AHMNG1/AHMNG1098.wav', 'files/ACMNG2/ACMNG2098.wav', 'files/AIMYG2/AIMYG2098.wav', 'files/AJMNG2/AJMNG2098.wav', 'files/AKMNG2/AKMNG2098.wav', 'files/AAMNG1/AAMNG1113.wav', 'files/ABMNG1/ABMNG1113.wav', 'files/AEFYG1/AEFYG1113.wav', 'files/AFFYG1/AFFYG1113.wav', 'files/AGMNG1/AGMNG1113.wav', 'files/AHMNG1/AHMNG1113.wav', 'files/ACMNG2/ACMNG2113.wav', 'files/AIMYG2/AIMYG2113.wav', 'files/AJMNG2/AJMNG2113.wav', 'files/AKMNG2/AKMNG2113.wav', 'files/AAMNG1/AAMNG1110.wav', 'files/ABMNG1/ABMNG1110.wav', 'files/AEFYG1/AEFYG1110.wav', 'files/AFFYG1/AFFYG1110.wav', 'files/AGMNG1/AGMNG1110.wav', 'files/AHMNG1/AHMNG1110.wav', 'files/ACMNG2/ACMNG2110.wav', 'files/AIMYG2/AIMYG2110.wav', 'files/AJMNG2/AJMNG2110.wav', 'files/AKMNG2/AKMNG2110.wav', 'files/AAMNG1/AAMNG1146.wav', 'files/ABMNG1/ABMNG1146.wav', 'files/AEFYG1/AEFYG1146.wav', 'files/AFFYG1/AFFYG1146.wav', 'files/AGMNG1/AGMNG1146.wav', 'files/AHMNG1/AHMNG1146.wav', 'files/ACMNG2/ACMNG2146.wav', 'files/AIMYG2/AIMYG2146.wav', 'files/AJMNG2/AJMNG2146.wav', 'files/AKMNG2/AKMNG2146.wav', 'files/AAMNG1/AAMNG1178.wav', 'files/ABMNG1/ABMNG1178.wav', 'files/AEFYG1/AEFYG1178.wav', 'files/AFFYG1/AFFYG1178.wav', 'files/AGMNG1/AGMNG1178.wav', 'files/AHMNG1/AHMNG1178.wav', 'files/ACMNG2/ACMNG2178.wav', 'files/AIMYG2/AIMYG2178.wav', 'files/AJMNG2/AJMNG2178.wav', 'files/AKMNG2/AKMNG2178.wav', 'files/AAMNG1/AAMNG1189.wav', 'files/ABMNG1/ABMNG1189.wav', 'files/AEFYG1/AEFYG1189.wav', 'files/AFFYG1/AFFYG1189.wav', 'files/AGMNG1/AGMNG1189.wav', 'files/AHMNG1/AHMNG1189.wav', 'files/ACMNG2/ACMNG2189.wav', 'files/AIMYG2/AIMYG2189.wav', 'files/AJMNG2/AJMNG2189.wav', 'files/AKMNG2/AKMNG2189.wav', 'files/AAMNG1/AAMNG1193.wav', 'files/ABMNG1/ABMNG1193.wav', 'files/AEFYG1/AEFYG1193.wav', 'files/AFFYG1/AFFYG1193.wav', 'files/AGMNG1/AGMNG1193.wav', 'files/AHMNG1/AHMNG1193.wav', 'files/ACMNG2/ACMNG2193.wav', 'files/AIMYG2/AIMYG2193.wav', 'files/AJMNG2/AJMNG2193.wav', 'files/AKMNG2/AKMNG2193.wav', 'files/AAMNG1/AAMNG1248.wav', 'files/ABMNG1/ABMNG1248.wav', 'files/AEFYG1/AEFYG1248.wav', 'files/AFFYG1/AFFYG1248.wav', 'files/AGMNG1/AGMNG1248.wav', 'files/AHMNG1/AHMNG1248.wav', 'files/ACMNG2/ACMNG2248.wav', 'files/AIMYG2/AIMYG2248.wav', 'files/AJMNG2/AJMNG2248.wav', 'files/AKMNG2/AKMNG2248.wav', 'files/AAMNG1/AAMNG1123.wav', 'files/ABMNG1/ABMNG1123.wav', 'files/AEFYG1/AEFYG1123.wav', 'files/AFFYG1/AFFYG1123.wav', 'files/AGMNG1/AGMNG1123.wav', 'files/AHMNG1/AHMNG1123.wav', 'files/ACMNG2/ACMNG2123.wav', 'files/AIMYG2/AIMYG2123.wav', 'files/AJMNG2/AJMNG2123.wav', 'files/AKMNG2/AKMNG2123.wav', 'files/AAMNG1/AAMNG1137.wav', 'files/ABMNG1/ABMNG1137.wav', 'files/AEFYG1/AEFYG1137.wav', 'files/AFFYG1/AFFYG1137.wav', 'files/AGMNG1/AGMNG1137.wav', 'files/AHMNG1/AHMNG1137.wav', 'files/ACMNG2/ACMNG2137.wav', 'files/AIMYG2/AIMYG2137.wav', 'files/AJMNG2/AJMNG2137.wav', 'files/AKMNG2/AKMNG2137.wav', 'files/AAMNG1/AAMNG1144.wav', 'files/ABMNG1/ABMNG1144.wav', 'files/AEFYG1/AEFYG1144.wav', 'files/AFFYG1/AFFYG1144.wav', 'files/AGMNG1/AGMNG1144.wav', 'files/AHMNG1/AHMNG1144.wav', 'files/ACMNG2/ACMNG2144.wav', 'files/AIMYG2/AIMYG2144.wav', 'files/AJMNG2/AJMNG2144.wav', 'files/AKMNG2/AKMNG2144.wav', 'files/AAMNG1/AAMNG1149.wav', 'files/ABMNG1/ABMNG1149.wav', 'files/AEFYG1/AEFYG1149.wav', 'files/AFFYG1/AFFYG1149.wav', 'files/AGMNG1/AGMNG1149.wav', 'files/AHMNG1/AHMNG1149.wav', 'files/ACMNG2/ACMNG2149.wav', 'files/AIMYG2/AIMYG2149.wav', 'files/AJMNG2/AJMNG2149.wav', 'files/AKMNG2/AKMNG2149.wav']
In [23]:
c_m=[]
w_e=[]
w_u=[]

for j in corpus:
  for i in range(11):
    c_m.append(j)
for j in word_Eng:
  for i in range(11):
    w_e.append(j)
for j in word_Urdu:
  for i in range(11):
    w_u.append(j)
print(c_m,w_e,w_u)
['083', '083', '083', '083', '083', '083', '083', '083', '083', '083', '083', '084', '084', '084', '084', '084', '084', '084', '084', '084', '084', '084', '085', '085', '085', '085', '085', '085', '085', '085', '085', '085', '085', '098', '098', '098', '098', '098', '098', '098', '098', '098', '098', '098', '113', '113', '113', '113', '113', '113', '113', '113', '113', '113', '113', '110', '110', '110', '110', '110', '110', '110', '110', '110', '110', '110', '146', '146', '146', '146', '146', '146', '146', '146', '146', '146', '146', '178', '178', '178', '178', '178', '178', '178', '178', '178', '178', '178', '189', '189', '189', '189', '189', '189', '189', '189', '189', '189', '189', '193', '193', '193', '193', '193', '193', '193', '193', '193', '193', '193', '248', '248', '248', '248', '248', '248', '248', '248', '248', '248', '248', '123', '123', '123', '123', '123', '123', '123', '123', '123', '123', '123', '137', '137', '137', '137', '137', '137', '137', '137', '137', '137', '137', '144', '144', '144', '144', '144', '144', '144', '144', '144', '144', '144', '149', '149', '149', '149', '149', '149', '149', '149', '149', '149', '149'] ['Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'Shah(King)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'So(Sleep)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Khud(Myself)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Taleem(Education)', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Party', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Ada(Pay)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Giraftar(Arrest)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Paidawar(Production)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Maujuda(Current)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sakth(Tough)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Sifaha(Page)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Bharat(India)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Taqneeki(Technical)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Khasoosi(Special)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)', 'Aftiyar(Option)'] ['شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'شسو', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'خود', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'تعلیم', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'پا رٹی', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'ادا', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'گرفتار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'پیداوار', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'موجودہ', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'سخت', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'صفحہ', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'بھارت', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'تکنیکی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'خصوصی', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار', 'اختیار']
In [24]:
dataframe=pd.DataFrame(list(zip(c_m,w_e,w_u,file_list)),columns=['Corpus','English','Urdu','Path'])
In [25]:
print(dataframe)
    Corpus            English    Urdu                        Path
0      083         Shah(King)     شسو  files/AAMNG1/AAMNG1083.wav
1      083         Shah(King)     شسو  files/ABMNG1/ABMNG1083.wav
2      083         Shah(King)     شسو  files/AEFYG1/AEFYG1083.wav
3      083         Shah(King)     شسو  files/AFFYG1/AFFYG1083.wav
4      083         Shah(King)     شسو  files/AGMNG1/AGMNG1083.wav
..     ...                ...     ...                         ...
145    144  Khasoosi(Special)  اختیار  files/AHMNG1/AHMNG1149.wav
146    144  Khasoosi(Special)  اختیار  files/ACMNG2/ACMNG2149.wav
147    144  Khasoosi(Special)  اختیار  files/AIMYG2/AIMYG2149.wav
148    144  Khasoosi(Special)  اختیار  files/AJMNG2/AJMNG2149.wav
149    144  Khasoosi(Special)  اختیار  files/AKMNG2/AKMNG2149.wav

[150 rows x 4 columns]

Mel-Frequency Cepstral Coefficients

In [26]:
import os
import librosa
import librosa.display
In [27]:
def mfcc_features(path):
    mfccs = []
    try:
        x , sr = librosa.load(path)
        mfccs = librosa.feature.mfcc(y=x, sr=sr, n_mfcc=128)
        mfccs = np.mean(mfccs.T,axis=0)
    except:
        print('Error reading audio')
    return mfccs
In [28]:
X_df = pd.DataFrame(dataframe['Path'].apply(lambda x: mfcc_features(x)).tolist())
X_df.head()
Out[28]:
0 1 2 3 4 5 6 7 8 9 ... 118 119 120 121 122 123 124 125 126 127
0 -190.285599 115.414238 -73.824425 42.810970 -18.328188 15.614243 -12.945983 5.768264 -24.008570 13.617596 ... -0.663516 -1.648517 -2.646644 -1.791165 -0.655998 0.583726 -1.195845 -0.883383 -0.111810 -0.277586
1 -283.435944 100.056061 -32.974815 48.266022 -4.873994 14.561666 1.368805 5.862929 -14.666618 12.883349 ... -0.341219 -1.243228 -0.509305 -0.509963 0.089645 -1.575203 -0.619544 -0.350850 -1.930994 0.002305
2 -254.483109 62.016846 -71.581734 70.173355 -38.037563 25.705383 -13.204325 4.386250 -6.425518 3.962559 ... 0.778785 0.223085 -0.244311 0.333641 -0.455979 0.132313 0.523683 0.024538 0.107914 -0.751522
3 -245.086609 126.808144 -61.511971 41.460918 0.529521 8.759551 -11.796894 6.256975 -9.049469 -6.116999 ... 1.436782 0.520769 -0.493017 0.555119 1.337889 1.284299 -0.270879 -0.472307 -0.160252 0.141812
4 -241.315170 137.851105 -44.055149 42.827282 -5.402484 14.527572 -10.240479 19.817354 -23.296953 8.553469 ... -0.986905 -0.165167 -0.118091 0.316110 -0.016335 1.234172 0.713547 -0.717300 -0.799586 -0.195936

5 rows × 128 columns

We can check the correlation between the MFCC features

Plotting a correlation heatmap

In [29]:
corr = X_df.corr()
corr.style.background_gradient(cmap = "BrBG")
Out[29]:
  0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127
0 1.000000 -0.148024 -0.710151 0.164340 -0.260753 0.068559 -0.395239 0.082673 -0.295929 0.436524 0.250432 -0.181986 0.304168 -0.403735 0.200703 -0.337099 -0.235494 0.098568 -0.347170 -0.189001 0.151128 0.139212 -0.372968 -0.084365 -0.229995 -0.063008 -0.277980 -0.075339 -0.095081 -0.119527 0.112583 -0.070821 0.115134 -0.019576 0.075051 -0.247601 -0.187775 -0.074570 -0.022128 0.164072 0.160865 0.250319 0.191262 0.268244 0.152565 0.135149 0.140124 0.278495 0.352182 0.131309 0.111885 0.026480 0.045571 -0.124578 -0.177315 -0.128204 -0.092738 -0.050992 -0.006872 -0.028089 -0.105766 -0.000517 -0.009463 0.152725 -0.056604 -0.096667 0.037663 0.088180 0.024384 -0.151974 0.094156 -0.011545 0.000584 -0.063765 -0.103458 -0.100089 0.026956 0.072950 0.004257 0.117649 0.106788 0.255571 -0.068257 0.046954 0.047069 -0.041156 0.108864 -0.000200 0.069252 0.074315 0.189087 0.096144 0.075036 0.047652 0.102039 0.183300 0.201543 0.032826 0.007649 0.307396 0.029456 -0.100427 0.031057 0.033749 -0.017127 0.057292 0.132686 0.095208 0.151660 -0.000935 0.184597 0.286719 -0.016968 0.080169 0.117692 0.037278 0.209989 0.017552 0.142094 0.226654 -0.091269 0.090725 0.069463 0.149246 0.037835 -0.055112 0.254696 -0.014888
1 -0.148024 1.000000 0.128323 -0.730029 0.303640 -0.247730 0.240942 -0.202118 0.192203 0.055842 0.344592 0.607034 -0.045393 0.309909 0.179553 0.414644 -0.219782 0.197201 0.127631 0.045250 -0.097555 -0.227893 0.255358 -0.308719 -0.028427 -0.153506 -0.072868 -0.303445 -0.095520 -0.212923 -0.245427 0.021505 -0.197638 0.081138 -0.270296 -0.081726 -0.200465 -0.209482 -0.263023 -0.330176 -0.181571 -0.217478 -0.186975 -0.352204 -0.290802 -0.409045 -0.443513 -0.493947 -0.362411 -0.368189 -0.370952 -0.193432 -0.098347 0.268612 0.286917 0.367336 0.405197 0.481097 0.308757 0.069698 0.264156 0.327190 0.460911 0.330371 0.402097 0.389541 0.175363 0.119235 0.282700 0.266338 -0.125046 0.147300 0.152552 -0.058010 -0.028982 -0.163227 -0.396583 -0.261341 -0.085448 -0.072003 -0.219399 -0.238716 0.216151 -0.092641 -0.061423 -0.140425 -0.354961 -0.262613 -0.120090 -0.225631 -0.418376 -0.186554 -0.238385 -0.288369 -0.365920 -0.462108 -0.526813 -0.295975 -0.430250 -0.535865 -0.293941 -0.322181 -0.345814 -0.474515 -0.330470 -0.292877 -0.304904 -0.414977 -0.294690 -0.123050 -0.488030 -0.385703 -0.284157 -0.441456 -0.374995 -0.138451 -0.281739 -0.057256 -0.224284 -0.359673 0.045337 -0.118374 -0.185711 -0.170466 -0.026941 -0.113605 -0.123957 -0.072883
2 -0.710151 0.128323 1.000000 0.029320 0.112945 0.094126 0.382041 -0.058983 0.050395 -0.241331 -0.215538 0.005212 -0.101748 0.261381 -0.028076 0.316824 0.177744 0.201616 0.289337 0.135780 0.054504 -0.126815 0.173529 0.068157 0.122778 -0.030598 0.089097 -0.044628 0.015972 -0.031363 -0.085221 0.070971 -0.125628 0.060641 -0.113024 0.216783 0.207145 0.046537 0.046616 -0.154269 -0.096905 -0.165634 -0.191096 -0.178474 -0.021480 -0.015381 -0.173163 -0.249648 -0.275112 -0.094709 -0.089423 -0.007731 -0.043301 -0.039715 0.016732 -0.043274 -0.074543 -0.076029 -0.036449 0.064357 0.123107 0.063440 0.093873 -0.023215 0.155245 0.214207 -0.003228 -0.006762 0.056849 0.164050 0.000380 0.035484 0.037428 0.068080 0.233904 0.139775 -0.086578 -0.088533 0.046488 -0.077065 -0.149786 -0.213725 -0.055219 -0.107556 -0.059974 -0.099284 -0.189113 -0.033117 -0.076794 -0.007668 -0.126681 -0.081690 -0.044158 -0.086468 -0.104407 -0.268499 -0.167226 0.016126 -0.022197 -0.160857 0.042062 0.125144 -0.053349 -0.089057 -0.110828 -0.196905 -0.196953 -0.097471 -0.109120 0.062528 -0.142957 -0.280740 -0.021172 -0.208117 -0.131600 -0.041852 -0.243846 -0.033926 -0.119748 -0.234417 0.123254 0.092388 -0.040699 -0.069489 0.033625 0.074947 -0.129006 -0.021425
3 0.164340 -0.730029 0.029320 1.000000 0.029762 0.071311 -0.143407 0.272990 -0.248099 -0.096638 -0.416709 -0.612466 0.080282 -0.406882 -0.127498 -0.222447 0.156992 -0.023395 -0.146124 0.059548 0.092449 0.117862 -0.286748 0.063023 -0.146259 -0.118110 -0.129934 0.035054 -0.022287 0.055031 0.193197 0.014647 0.133634 -0.049976 0.118040 -0.010231 0.071041 0.057043 0.097384 0.192587 0.062879 0.115612 0.082094 0.195173 0.238817 0.217031 0.245964 0.316192 0.268496 0.281490 0.284295 0.246959 0.156325 -0.150516 -0.178545 -0.250573 -0.253295 -0.296312 -0.154446 0.065337 -0.047079 -0.084722 -0.269874 -0.160414 -0.228901 -0.207731 0.054787 -0.028411 -0.192482 -0.183090 0.182085 -0.004880 -0.144217 0.058732 0.062851 0.071281 0.270418 0.222182 0.142255 0.118277 0.073698 0.122359 -0.189004 -0.050085 -0.044210 0.026757 0.259700 0.077726 -0.004554 0.173636 0.336389 0.156048 0.179700 0.175999 0.173203 0.274927 0.365867 0.260817 0.248783 0.393780 0.279030 0.220243 0.227947 0.226292 0.128206 0.100795 0.140087 0.275413 0.187457 0.066288 0.314393 0.266579 0.197425 0.295778 0.225858 0.030408 0.111217 -0.080134 0.043840 0.198244 -0.036734 0.129907 0.087615 0.099910 0.119358 0.082868 0.147566 0.036674
4 -0.260753 0.303640 0.112945 0.029762 1.000000 -0.534360 0.034952 -0.146942 0.020985 -0.281416 -0.334694 0.016876 -0.305903 -0.081236 -0.343995 0.273437 -0.324240 -0.076440 0.124241 0.047527 -0.053044 -0.025830 0.117109 -0.140475 0.092903 -0.428905 0.069409 -0.141176 0.005197 0.133230 -0.231319 -0.141350 -0.253378 -0.049558 -0.263679 -0.064932 -0.149418 -0.048325 -0.060367 -0.001293 0.064014 0.086834 0.237183 -0.075675 -0.113404 -0.195299 0.004267 -0.166770 -0.245383 -0.170272 -0.097498 -0.051631 -0.070447 0.185953 0.116017 0.209573 0.152456 0.216427 0.216338 0.118109 0.162180 0.024012 0.133206 -0.051348 -0.016770 -0.041250 0.064993 -0.009663 0.000181 -0.068984 -0.160368 0.224857 0.045783 0.082301 -0.146237 -0.106465 -0.017465 0.021898 0.035004 0.023645 -0.036809 -0.155267 0.210228 -0.031945 0.065027 -0.000688 -0.007943 0.033552 0.074185 -0.089812 -0.219070 0.110348 0.079017 0.041626 -0.157353 -0.002374 -0.156475 0.085969 -0.093312 -0.289458 0.088271 -0.097832 -0.059238 -0.163199 -0.030513 0.008229 0.038370 -0.143322 -0.113612 0.011227 -0.158889 -0.126821 -0.123901 0.054761 -0.193495 -0.094910 -0.234147 -0.179499 -0.222066 -0.248245 -0.127952 -0.304737 0.038225 -0.204485 0.047719 0.077544 -0.065463 0.032928
5 0.068559 -0.247730 0.094126 0.071311 -0.534360 1.000000 -0.168945 0.199445 0.077101 0.146245 0.328643 0.007109 0.290392 0.045347 0.319625 -0.065569 0.407730 0.134468 0.116750 0.009717 0.172716 0.160687 -0.049933 0.215089 -0.079709 0.302324 0.012192 0.210139 0.015108 -0.005902 0.024321 0.012636 0.135213 -0.113320 0.252286 -0.000135 0.168430 -0.058318 -0.091994 -0.212702 -0.299560 -0.227849 -0.374558 -0.131575 -0.170162 -0.042065 -0.199163 -0.007102 0.033535 0.115856 0.148461 0.031368 0.064748 -0.150983 -0.069396 -0.184613 -0.070976 -0.068769 -0.071344 0.012742 0.076395 0.200912 0.006652 0.130686 0.045593 0.229010 0.011146 0.072747 0.104079 0.120921 0.244721 0.017799 0.175929 -0.143016 0.142112 -0.123631 -0.109460 0.014819 -0.116382 -0.126124 -0.209382 -0.001521 -0.056111 0.041927 -0.283018 -0.019967 0.050844 -0.050942 -0.091000 -0.074022 0.016880 -0.160511 -0.089783 -0.234902 0.009730 -0.174358 0.049736 0.022708 -0.031238 0.035371 -0.045877 0.026335 -0.141853 0.100536 -0.066239 -0.014107 -0.176159 0.030543 0.094894 -0.019888 -0.017810 -0.124200 0.117310 -0.147641 0.084100 -0.026132 0.178465 0.072699 0.015438 0.188301 0.162436 0.195137 -0.002203 0.329371 -0.067020 -0.025144 -0.109834 0.010929
6 -0.395239 0.240942 0.382041 -0.143407 0.034952 -0.168945 1.000000 0.043079 -0.159352 -0.169359 -0.292629 0.416631 0.030890 0.108454 0.226323 0.232663 0.044650 0.002244 0.150291 -0.013400 -0.125962 -0.059313 -0.069970 -0.299759 -0.052398 -0.203645 -0.234080 -0.132103 -0.265124 -0.322687 -0.250512 -0.231721 -0.277665 -0.132512 -0.166988 0.014586 -0.033895 -0.017114 -0.059135 -0.104613 -0.053057 -0.044574 -0.030316 -0.049331 0.140830 -0.036283 -0.181641 -0.167282 -0.094303 -0.071089 -0.071044 0.157702 0.180789 0.217987 0.327388 0.275526 0.144262 0.056386 -0.041265 -0.040346 -0.069863 -0.080604 0.032092 0.099564 0.210597 0.027186 -0.009423 0.098055 0.047709 0.043620 -0.000006 -0.069143 -0.016701 0.107293 0.115270 0.136869 -0.152379 -0.065244 0.115371 -0.040620 0.004766 0.008968 -0.097468 0.071758 0.287148 -0.091355 -0.111158 -0.015798 -0.119628 0.008893 -0.010763 -0.198028 -0.147753 -0.020444 -0.275291 -0.175601 -0.266555 -0.278171 -0.028383 -0.063794 -0.141681 -0.054365 0.042958 -0.114990 -0.091059 -0.174441 -0.038036 0.022941 -0.146168 -0.148298 -0.161258 -0.152886 -0.173567 -0.170682 -0.126902 -0.018947 -0.206603 -0.064263 -0.017563 -0.147293 -0.019356 0.154641 0.049000 -0.145181 0.186712 -0.018592 -0.022032 -0.046032
7 0.082673 -0.202118 -0.058983 0.272990 -0.146942 0.199445 0.043079 1.000000 -0.277783 -0.195936 0.148340 -0.153373 0.473539 -0.296479 0.117790 0.207736 0.033813 0.109903 0.157309 -0.297247 -0.063902 0.349937 -0.269080 -0.109489 -0.172314 -0.103402 -0.189234 0.099042 -0.004345 -0.095094 -0.186952 -0.251439 -0.252413 -0.367734 -0.053910 -0.385993 -0.077401 -0.178871 -0.202420 -0.155424 -0.387574 -0.209362 -0.303464 -0.220578 -0.115219 -0.137555 -0.012907 0.236547 0.219860 0.374502 0.495057 0.523303 0.502090 0.247895 0.272660 0.130473 0.208265 0.210071 0.249474 0.320833 0.147502 0.114746 -0.213932 0.048193 -0.018463 0.072025 0.190366 -0.021157 -0.172310 -0.213360 0.202313 0.066354 0.061599 -0.105524 0.014987 -0.056743 -0.029940 0.190880 -0.047072 -0.031648 -0.106219 -0.092938 -0.170866 -0.165739 -0.315765 0.019630 0.167583 -0.066655 0.017357 -0.208946 0.008502 0.082745 -0.059287 -0.241986 -0.112172 0.002835 0.085376 0.136375 -0.000601 0.016277 -0.033592 0.107149 0.038773 -0.034520 0.024428 0.031311 -0.143055 -0.040893 0.104362 0.077034 0.134056 -0.022002 0.006849 0.149321 0.101858 -0.203635 0.025381 0.021975 -0.015047 0.080671 -0.083003 0.032789 -0.131903 0.040694 0.072758 -0.180044 -0.067606 0.038835
8 -0.295929 0.192203 0.050395 -0.248099 0.020985 0.077101 -0.159352 -0.277783 1.000000 -0.286038 -0.079336 0.230239 -0.537645 0.351147 -0.175496 0.319315 0.226186 -0.205608 0.167114 0.154274 -0.208459 -0.286689 0.458889 0.110129 0.248540 0.329395 0.388701 0.160059 0.213720 0.289588 0.086249 0.346730 0.320501 0.253367 0.271634 0.292134 0.157880 0.198638 0.043760 -0.128814 -0.205546 -0.433379 -0.329903 -0.389197 -0.358010 -0.206805 -0.210031 -0.342733 -0.428033 -0.320189 -0.217370 -0.156312 -0.095222 0.077699 0.037337 0.138429 0.133126 0.103854 0.012619 -0.108523 0.160398 0.125129 0.136763 0.016176 0.077045 0.180592 0.008800 -0.046421 0.077302 0.220701 0.016721 0.010042 -0.103767 0.019390 0.074012 0.015186 0.040685 -0.001138 0.020101 -0.018086 -0.083534 -0.212875 0.253093 0.087518 -0.129820 0.092924 0.046139 -0.139041 -0.256838 -0.065918 -0.141514 -0.057513 -0.115587 -0.080694 0.007729 -0.190389 -0.112873 0.052426 -0.098815 -0.369690 -0.073411 -0.051687 -0.220529 -0.092599 -0.032802 -0.006832 -0.224310 -0.158419 -0.111677 -0.201255 -0.260726 -0.240216 0.015364 -0.170020 -0.166105 0.033656 -0.108770 -0.053019 -0.172469 -0.136976 0.019143 -0.177077 -0.027858 -0.192918 -0.281760 -0.013385 -0.182671 -0.113967
9 0.436524 0.055842 -0.241331 -0.096638 -0.281416 0.146245 -0.169359 -0.195936 -0.286038 1.000000 0.359245 -0.082015 0.498045 -0.168391 0.395410 -0.200835 -0.138185 0.501112 -0.145047 -0.019906 0.405198 -0.049420 -0.358908 -0.048391 -0.233011 -0.016775 -0.288595 -0.189375 -0.290710 -0.375486 0.041105 -0.120873 0.032109 0.014669 -0.054846 0.153421 0.155251 0.117179 0.247283 0.279855 0.380140 0.404660 0.204215 0.321880 0.232205 0.188524 0.006312 0.003478 0.179137 0.010724 -0.079630 -0.186071 -0.129406 -0.211791 -0.283507 -0.338843 -0.349425 -0.292004 -0.253164 -0.205479 -0.178547 -0.083612 -0.063625 0.019505 0.022639 -0.069155 -0.147340 0.023703 0.118718 -0.085527 -0.113419 -0.023684 0.084880 -0.089894 -0.078195 0.044871 0.029871 -0.123517 -0.036365 0.155950 0.138034 0.330223 0.091933 0.054265 0.146634 -0.064709 -0.251328 -0.025201 0.178168 0.210052 0.176280 0.038845 0.044266 0.000316 0.202202 0.113751 0.028972 -0.010391 0.056867 0.377513 0.178159 0.114079 0.148996 0.145938 0.104884 0.080044 0.180270 0.005520 0.104802 0.075923 -0.029278 0.120040 -0.038659 -0.152450 -0.064530 0.043004 0.125003 0.041324 0.039539 0.009673 0.038199 0.132746 0.067028 0.075173 0.036984 0.004176 -0.006466 0.012690
10 0.250432 0.344592 -0.215538 -0.416709 -0.334694 0.328643 -0.292629 0.148340 -0.079336 0.359245 1.000000 0.226881 0.368600 0.276416 0.135560 0.064585 -0.034395 0.248516 0.047077 -0.003551 0.263791 0.072838 0.069732 0.029342 -0.130138 0.115671 -0.051675 -0.061121 0.039797 -0.084901 0.055141 0.118381 0.073368 0.095770 0.015746 -0.158307 -0.172394 -0.320531 -0.304906 -0.312696 -0.236451 -0.142035 -0.271466 -0.206949 -0.290305 -0.359250 -0.297081 -0.141746 0.040189 -0.023251 -0.109862 -0.066392 0.001467 0.069944 0.110461 0.096300 0.240850 0.307931 0.260635 0.138525 0.141456 0.317913 0.236006 0.294773 0.247982 0.299124 0.216848 0.150589 0.179784 0.134142 0.047144 0.108129 0.208439 -0.166234 -0.065131 -0.276781 -0.239544 -0.126309 -0.284314 -0.122325 -0.167604 -0.022559 0.019147 -0.144228 -0.188389 -0.065169 -0.138502 -0.187930 -0.022770 -0.138390 -0.223293 -0.126464 -0.186954 -0.346655 -0.122562 -0.240530 -0.152417 -0.178084 -0.315010 -0.129213 -0.191834 -0.213019 -0.234198 -0.161167 -0.106006 -0.077748 -0.238489 -0.280880 -0.053859 0.057041 -0.126337 -0.103323 0.013716 -0.159958 0.002793 0.014974 0.138989 0.142070 -0.026456 0.071261 0.188501 0.024455 -0.162076 0.174813 -0.006876 -0.054339 -0.013853 -0.040887
11 -0.181986 0.607034 0.005212 -0.612466 0.016876 0.007109 0.416631 -0.153373 0.230239 -0.082015 0.226881 1.000000 -0.019668 0.230499 0.398871 0.190478 -0.018933 -0.122243 0.233699 0.051331 -0.158278 -0.173852 0.136657 -0.359127 -0.271645 -0.128453 -0.262354 -0.251372 -0.259427 -0.308310 -0.344217 -0.193247 -0.234344 -0.186301 -0.047322 -0.050520 0.003396 0.017050 -0.102706 -0.126025 -0.077325 -0.100001 -0.153227 -0.225451 -0.213362 -0.265685 -0.359587 -0.424555 -0.297605 -0.337992 -0.295564 -0.139237 -0.091051 0.206946 0.394789 0.447993 0.463090 0.439350 0.248588 -0.038844 0.000201 0.166713 0.204178 0.229616 0.220236 0.120297 0.036626 0.026527 0.101553 0.164875 -0.103052 -0.070270 0.054307 -0.081020 0.002715 -0.060995 -0.310544 -0.132930 0.056424 -0.004507 -0.052335 -0.045471 0.111593 0.100289 0.113813 -0.075333 -0.256820 -0.202610 -0.241478 -0.114859 -0.170438 -0.237732 -0.198001 -0.274758 -0.252809 -0.303873 -0.452916 -0.319353 -0.240981 -0.339005 -0.303860 -0.238387 -0.181703 -0.257796 -0.264182 -0.267655 -0.229390 -0.109352 -0.224871 -0.229599 -0.370602 -0.335096 -0.195665 -0.487850 -0.338505 -0.109184 -0.161786 -0.082445 -0.253847 -0.238950 -0.044022 -0.106903 -0.155033 -0.108309 -0.003328 -0.088283 -0.078909 -0.061834
12 0.304168 -0.045393 -0.101748 0.080282 -0.305903 0.290392 0.030890 0.473539 -0.537645 0.498045 0.368600 -0.019668 1.000000 -0.139827 0.321402 0.098177 -0.201467 0.446384 0.139125 -0.214795 0.365419 0.252204 -0.383503 -0.182280 -0.390852 -0.189438 -0.413165 -0.125808 -0.249495 -0.379490 -0.170834 -0.303674 -0.180372 -0.214863 -0.240108 -0.234988 -0.011968 -0.184388 -0.022350 -0.014458 -0.041786 0.210675 0.016497 0.180587 0.126387 0.019103 -0.044483 0.052266 0.254206 0.258159 0.232404 0.209853 0.232855 0.058950 0.031880 -0.155479 -0.104107 -0.029889 0.063047 0.139942 0.012741 0.137742 -0.027620 0.083093 0.066793 0.024429 -0.042500 -0.013148 -0.081844 -0.177217 -0.002440 0.055194 0.174165 -0.230043 -0.158522 -0.160329 -0.104684 -0.101762 -0.189254 0.018817 -0.041936 0.136756 -0.051538 -0.124968 -0.101326 -0.105070 -0.219402 -0.006835 0.153679 -0.034621 0.041042 0.114143 0.065277 -0.329204 0.023564 0.028943 -0.019670 0.023001 -0.074180 0.204856 0.124423 0.115131 0.040358 0.006635 -0.029788 0.025125 0.020500 -0.043533 0.118740 0.160609 0.002885 -0.016637 0.018407 -0.094137 0.059303 -0.039264 0.096833 0.119510 0.044661 0.047958 -0.001130 0.158282 -0.040303 0.143002 0.189782 -0.010650 0.040179 0.063054
13 -0.403735 0.309909 0.261381 -0.406882 -0.081236 0.045347 0.108454 -0.296479 0.351147 -0.168391 0.276416 0.230499 -0.139827 1.000000 -0.090476 0.139278 0.338331 -0.216284 0.304518 0.359198 -0.078534 -0.164364 0.494936 0.219359 0.305049 0.358801 0.339354 0.238946 0.296526 0.189093 0.129462 0.279689 0.154070 0.269786 -0.075632 0.031755 -0.198907 -0.326794 -0.297836 -0.417420 -0.257064 -0.283594 -0.214224 -0.213821 -0.274562 -0.268876 -0.228072 -0.271786 -0.235584 -0.256942 -0.399256 -0.254564 -0.122879 0.116293 0.150969 0.156848 0.203330 0.187654 0.133217 0.050285 0.110182 0.131680 0.283085 0.166927 0.184685 0.256150 0.075969 0.167808 0.217592 0.221081 -0.032170 0.021302 0.078810 -0.124359 -0.110024 -0.202072 -0.266365 -0.263401 -0.333317 -0.355678 -0.187147 -0.098240 0.000754 -0.097952 -0.011892 -0.065322 -0.202836 -0.086561 -0.098032 -0.147513 -0.345184 -0.263436 -0.118067 -0.121686 -0.231485 -0.219563 -0.176093 -0.333175 -0.211643 -0.315469 -0.291589 -0.232409 -0.374371 -0.241426 -0.135287 -0.136612 -0.197264 -0.228202 -0.203451 -0.018196 -0.179570 -0.280216 0.039202 -0.108983 0.008261 0.219361 0.031005 0.260460 0.057497 -0.054208 0.240445 -0.081991 -0.037147 0.096388 -0.082916 0.175686 0.039151 -0.084852
14 0.200703 0.179553 -0.028076 -0.127498 -0.343995 0.319625 0.226323 0.117790 -0.175496 0.395410 0.135560 0.398871 0.321402 -0.090476 1.000000 -0.041312 0.074574 0.377524 -0.074419 -0.050810 0.022384 0.024851 -0.314199 -0.247733 -0.241057 -0.007844 -0.410420 -0.164487 -0.289763 -0.498240 -0.235625 -0.290212 -0.286825 -0.386441 -0.101121 -0.059016 0.086211 0.067500 0.028234 0.047676 0.058654 0.047786 -0.146791 -0.012162 0.092370 0.083751 -0.168091 -0.036018 0.081905 0.008489 0.015055 0.048882 0.038705 -0.111093 0.024718 -0.031375 -0.003055 -0.052426 -0.130801 -0.077328 -0.116369 -0.028194 -0.084102 0.169074 0.153574 0.109408 0.090002 0.164278 0.153666 0.038506 0.146633 -0.067706 -0.017984 -0.117179 0.151394 0.075382 -0.203664 0.025676 0.122040 -0.095649 -0.037764 0.300345 -0.081895 -0.019330 0.026069 -0.125830 -0.130387 -0.045519 -0.167538 -0.027024 0.223770 -0.233152 -0.072676 -0.041531 -0.170429 -0.089046 -0.078762 -0.184919 0.036731 0.201382 -0.146802 0.087846 0.032655 -0.114361 -0.034026 -0.211005 -0.131687 0.095692 -0.000843 -0.194808 -0.171659 -0.115305 -0.157281 -0.327510 -0.194550 -0.140330 -0.031181 -0.029553 -0.083758 -0.061968 0.039170 0.197671 0.007350 0.081305 0.068679 -0.076092 -0.011445 0.000102
15 -0.337099 0.414644 0.316824 -0.222447 0.273437 -0.065569 0.232663 0.207736 0.319315 -0.200835 0.064585 0.190478 0.098177 0.139278 -0.041312 1.000000 -0.131641 0.193366 0.551448 -0.205876 0.184054 0.105937 0.131978 -0.132880 -0.010872 -0.112981 0.085018 -0.021475 0.077828 0.000291 -0.268765 -0.034363 -0.137033 0.007487 -0.149687 -0.088626 -0.081808 -0.119851 -0.185103 -0.311433 -0.312483 -0.286610 -0.222288 -0.352794 -0.294215 -0.289461 -0.289951 -0.370272 -0.385586 -0.253118 -0.049749 0.198156 0.302526 0.394544 0.313729 0.249023 0.188466 0.221312 0.193116 0.167108 0.282736 0.216789 0.211715 0.112762 0.238791 0.259879 0.110396 0.009074 -0.030184 0.114453 0.040951 0.154738 0.007919 -0.142250 0.035302 -0.130928 -0.258170 -0.130698 -0.139640 -0.036370 -0.175987 -0.283650 0.172411 -0.108585 -0.103632 -0.020655 -0.105399 -0.088811 -0.161195 -0.143166 -0.218537 -0.065875 -0.074572 -0.258277 -0.197653 -0.240388 -0.226070 0.020484 -0.278605 -0.382090 0.043834 0.064545 -0.154968 -0.253594 -0.173584 -0.150670 -0.318415 -0.362303 -0.155018 -0.052194 -0.232859 -0.259670 -0.071652 -0.167981 -0.119383 -0.053680 -0.308002 -0.018681 -0.190077 -0.270227 -0.005966 -0.063398 -0.053335 -0.250945 0.015556 0.038189 -0.109904 -0.098027
16 -0.235494 -0.219782 0.177744 0.156992 -0.324240 0.407730 0.044650 0.033813 0.226186 -0.138185 -0.034395 -0.018933 -0.201467 0.338331 0.074574 -0.131641 1.000000 -0.221885 0.093223 0.502672 -0.358290 -0.052578 0.219610 0.120134 0.089667 0.321854 0.114087 0.307444 0.194630 0.117974 0.277450 0.191264 0.157784 0.078603 0.206418 0.121642 0.090360 -0.079117 -0.147866 -0.193549 -0.214729 -0.262318 -0.295480 -0.177294 -0.113229 -0.029651 -0.095761 0.045808 0.008279 0.035574 -0.044230 -0.036321 0.036160 0.026339 0.113546 -0.004392 0.039152 -0.036873 -0.074062 -0.036346 -0.027567 -0.035756 -0.085970 0.020183 -0.065053 0.093512 0.073118 0.074218 -0.035709 0.077740 0.146277 -0.078166 0.058836 -0.093985 0.096382 0.015853 -0.114983 -0.146699 -0.160243 -0.178540 -0.089319 -0.048524 -0.257580 -0.009128 -0.125539 0.015429 0.037745 -0.145688 -0.146925 -0.010189 -0.023949 -0.317129 -0.110439 0.095528 0.037710 -0.054358 -0.001856 -0.104463 0.185157 -0.021945 -0.212219 0.076111 -0.009612 0.054998 -0.133985 -0.110689 -0.135977 0.036130 -0.104893 -0.039104 0.110594 -0.121332 0.067172 -0.053725 0.102858 -0.001352 0.015347 0.108668 0.063947 0.022383 0.133735 0.063507 -0.138720 0.147635 -0.125075 0.047691 -0.109653 -0.052161
17 0.098568 0.197201 0.201616 -0.023395 -0.076440 0.134468 0.002244 0.109903 -0.205608 0.501112 0.248516 -0.122243 0.446384 -0.216284 0.377524 0.193366 -0.221885 1.000000 -0.086640 -0.254181 0.406556 0.070416 -0.252913 -0.102883 -0.027753 -0.200887 -0.229274 -0.150634 -0.157731 -0.314347 -0.113485 -0.080541 -0.133583 -0.045900 -0.214508 0.140061 0.173354 0.109337 0.196719 0.080864 0.122515 0.128866 -0.060195 0.015926 0.119982 0.029624 -0.054203 -0.075521 0.051542 0.162073 0.155731 0.101388 0.022712 -0.146286 -0.246755 -0.295541 -0.329465 -0.244867 -0.165620 -0.030121 0.107356 0.088721 0.069105 0.042761 0.202169 0.234777 0.067625 0.039211 0.027216 -0.080263 -0.013453 0.280448 0.132938 -0.066655 0.072905 -0.033683 0.008433 0.015456 0.003388 0.009029 -0.087054 0.109357 0.111533 -0.213735 -0.160190 -0.141154 -0.165221 0.064732 0.021426 -0.032405 0.012660 0.081772 0.076037 -0.152338 -0.000429 -0.104629 -0.025518 0.176098 0.013784 0.108993 0.162884 0.251868 0.056923 -0.089598 0.089068 0.090163 -0.039074 -0.163578 0.104300 0.150949 -0.198090 -0.084979 -0.084485 -0.234968 -0.144438 -0.185449 -0.177835 -0.092090 -0.117982 -0.166932 0.061004 0.177353 0.006670 -0.016150 0.084069 -0.042036 -0.203264 0.020263
18 -0.347170 0.127631 0.289337 -0.146124 0.124241 0.116750 0.150291 0.157309 0.167114 -0.145047 0.047077 0.233699 0.139125 0.304518 -0.074419 0.551448 0.093223 -0.086640 1.000000 0.012834 0.132492 0.252722 0.062795 0.090024 -0.065752 0.025210 0.116745 0.157045 0.065114 -0.028845 -0.321107 -0.215117 -0.088410 -0.090812 -0.015249 -0.043110 -0.027541 -0.081558 -0.103119 -0.202196 -0.168695 -0.071813 -0.049403 -0.082165 -0.183680 -0.085030 -0.100959 -0.241418 -0.292344 -0.234970 -0.115911 -0.021924 0.141449 0.258760 0.274131 0.185768 0.175694 0.252206 0.199155 0.095669 0.124401 0.110342 0.037875 -0.034886 -0.011271 0.067949 -0.072304 -0.131516 -0.099423 -0.017386 -0.081516 0.032817 0.032824 -0.278334 -0.107051 -0.130510 -0.305594 -0.212238 -0.153054 -0.015013 -0.086650 -0.193546 0.087291 -0.014334 -0.044221 0.004501 -0.154811 -0.087234 -0.045349 -0.029517 -0.203107 -0.143101 -0.082232 -0.215291 -0.071033 -0.082525 -0.102268 -0.078212 -0.161452 -0.267118 0.025703 0.053535 -0.181604 -0.143809 -0.187523 -0.062615 -0.176746 -0.221730 -0.100851 0.130898 -0.104068 -0.245354 0.117741 -0.176110 -0.090518 -0.010441 -0.065243 0.131254 -0.155756 -0.156091 0.046259 -0.166811 -0.063867 0.032970 -0.050702 0.066746 -0.086662 0.018036
19 -0.189001 0.045250 0.135780 0.059548 0.047527 0.009717 -0.013400 -0.297247 0.154274 -0.019906 -0.003551 0.051331 -0.214795 0.359198 -0.050810 -0.205876 0.502672 -0.254181 0.012834 1.000000 -0.247589 -0.362973 0.472053 -0.132617 -0.015377 0.163089 0.022429 -0.093911 -0.043328 -0.018523 0.204572 0.195710 0.146904 0.250034 0.013036 0.175183 -0.037733 -0.118742 -0.094552 -0.114844 0.037770 -0.021495 -0.029215 -0.060878 -0.092171 -0.073364 -0.101071 -0.114833 -0.004946 -0.059863 -0.286285 -0.268005 -0.252420 0.003478 0.103179 0.008663 0.069825 0.048913 -0.007190 -0.004027 -0.001289 0.083902 0.124588 -0.005565 -0.011604 -0.004047 0.042240 0.033994 0.007695 0.122646 -0.044511 -0.077899 0.022940 -0.034319 -0.103748 0.004612 -0.086844 -0.238630 -0.107228 -0.123598 -0.008332 0.054902 -0.057121 -0.006186 -0.015582 -0.054066 -0.092631 -0.212406 -0.098168 0.123841 -0.037007 -0.208526 -0.099022 0.075369 0.057695 -0.018362 -0.164719 -0.176155 0.048117 -0.023125 -0.082548 -0.047912 -0.041589 -0.061192 -0.102837 -0.163329 -0.080832 -0.017888 -0.206936 0.030174 -0.019700 -0.164054 0.117008 -0.066739 -0.083196 0.074050 0.063422 0.102746 -0.063692 -0.077022 0.153184 0.000385 -0.098178 -0.028012 -0.019084 0.115900 -0.049183 -0.048644
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42 0.191262 -0.186975 -0.191096 0.082094 0.237183 -0.374558 -0.030316 -0.303464 -0.329903 0.204215 -0.271466 -0.153227 0.016497 -0.214224 -0.146791 -0.222288 -0.295480 -0.060195 -0.049403 -0.029215 0.161376 0.068350 -0.229548 -0.091585 -0.110249 -0.251290 -0.196785 -0.184116 -0.155479 -0.098501 -0.003239 -0.176635 -0.018529 -0.000904 -0.256941 -0.037230 -0.120569 0.064443 0.224387 0.437737 0.664690 0.816704 1.000000 0.792793 0.479635 0.380676 0.362691 0.224773 0.187685 0.052706 0.027755 -0.141480 -0.163493 -0.131153 -0.281546 -0.337998 -0.454443 -0.362995 -0.224141 -0.213720 -0.371009 -0.375191 -0.181640 -0.332535 -0.281198 -0.442932 -0.334540 -0.184724 -0.182877 -0.207292 -0.200885 -0.101075 -0.141501 -0.082827 -0.358718 -0.013260 0.007748 -0.133752 0.031535 0.128304 0.306427 0.223727 0.042491 0.136418 0.424851 0.203282 0.072573 0.257323 0.340736 0.359854 0.254634 0.250042 0.288765 0.287036 0.246911 0.469178 0.257657 0.150160 0.213081 0.340281 0.377545 0.108703 0.160840 0.288204 0.225183 0.059125 0.449803 0.211871 0.021032 0.152110 0.237290 0.386700 0.184890 0.282528 0.183153 0.282728 0.188739 0.166606 0.134333 0.117832 0.102630 -0.040612 0.167421 0.012030 0.169881 0.222606 0.212462 0.197143
43 0.268244 -0.352204 -0.178474 0.195173 -0.075675 -0.131575 -0.049331 -0.220578 -0.389197 0.321880 -0.206949 -0.225451 0.180587 -0.213821 -0.012162 -0.352794 -0.177294 0.015926 -0.082165 -0.060878 0.165053 0.054047 -0.286274 -0.029932 -0.153011 -0.085521 -0.236354 -0.161945 -0.246567 -0.215859 0.017376 -0.199454 0.031811 0.022268 -0.144747 0.077540 0.032450 0.100488 0.331897 0.394259 0.568331 0.707714 0.792793 1.000000 0.717283 0.567767 0.449758 0.258620 0.336008 0.149989 0.074434 -0.113089 -0.158215 -0.220461 -0.323572 -0.394433 -0.485435 -0.437361 -0.323857 -0.282035 -0.405005 -0.366858 -0.283113 -0.335459 -0.328800 -0.458528 -0.365784 -0.196281 -0.183200 -0.241253 -0.148628 -0.116771 -0.096175 -0.068823 -0.251118 0.019420 0.056143 -0.086864 -0.008932 0.069687 0.272875 0.322907 0.003974 0.097570 0.286052 0.111787 0.074643 0.268173 0.328283 0.355383 0.334719 0.253102 0.255687 0.195050 0.282501 0.488094 0.271946 0.133962 0.307543 0.448743 0.416888 0.159403 0.165854 0.427967 0.287735 0.090142 0.448792 0.324186 0.134139 0.164489 0.240499 0.424175 0.226794 0.166657 0.237476 0.270758 0.240598 0.251749 0.281138 0.215934 0.172706 0.174545 0.146226 0.143447 0.244467 0.251726 0.210670 0.157607
44 0.152565 -0.290802 -0.021480 0.238817 -0.113404 -0.170162 0.140830 -0.115219 -0.358010 0.232205 -0.290305 -0.213362 0.126387 -0.274562 0.092370 -0.294215 -0.113229 0.119982 -0.183680 -0.092171 0.038258 0.098343 -0.292716 -0.012884 -0.058311 -0.124894 -0.206560 -0.212831 -0.136613 -0.180875 0.080256 -0.103366 -0.025984 0.076626 -0.010642 0.226111 0.140917 0.150998 0.280148 0.296628 0.312268 0.396157 0.479635 0.717283 1.000000 0.619373 0.288919 0.196300 0.187604 0.174063 0.045404 -0.008808 -0.079804 -0.278187 -0.272447 -0.263565 -0.382373 -0.452637 -0.429775 -0.325861 -0.375202 -0.400072 -0.283716 -0.195388 -0.105703 -0.258256 -0.210280 -0.083118 -0.051916 -0.090391 -0.024823 -0.112085 -0.127484 0.214584 0.065502 0.129619 0.114824 0.077538 0.225745 -0.026976 0.103451 0.227225 -0.066208 0.060700 0.220673 0.021073 0.077431 0.327720 0.178597 0.233226 0.399269 0.172007 0.155146 0.307149 0.106783 0.233560 0.269442 0.012592 0.213180 0.412107 0.316649 0.245528 0.239913 0.323037 0.271589 0.024329 0.256209 0.301862 0.068737 -0.051019 0.124718 0.248361 0.050830 0.149557 0.139482 0.099162 0.103892 0.139307 0.281510 0.210360 0.176959 0.321783 0.242777 0.176517 0.306911 0.209881 0.198198 0.121514
45 0.135149 -0.409045 -0.015381 0.217031 -0.195299 -0.042065 -0.036283 -0.137555 -0.206805 0.188524 -0.359250 -0.265685 0.019103 -0.268876 0.083751 -0.289461 -0.029651 0.029624 -0.085030 -0.073364 0.028211 0.093901 -0.183986 0.036964 -0.044038 -0.029806 -0.101856 -0.005659 -0.110996 -0.086786 -0.027134 -0.199966 -0.108239 -0.103566 0.005726 0.156539 0.192077 0.252684 0.390995 0.370495 0.449389 0.402563 0.380676 0.567767 0.619373 1.000000 0.661443 0.387900 0.247161 0.151735 0.165030 -0.136101 -0.233577 -0.389266 -0.381671 -0.384104 -0.460335 -0.443223 -0.376315 -0.226335 -0.318840 -0.351948 -0.300662 -0.417410 -0.341764 -0.354281 -0.330657 -0.256613 -0.260964 -0.150319 -0.107305 -0.191209 -0.168891 -0.044637 -0.072144 0.144309 0.137069 0.023209 0.207993 0.052960 0.025328 0.157022 0.082366 0.101612 0.081372 -0.023466 -0.050704 0.256059 0.169466 0.161846 0.313850 0.214746 0.195103 0.274693 0.320248 0.261070 0.293952 0.230181 0.309849 0.408286 0.373168 0.312334 0.233535 0.350384 0.196238 0.096917 0.389936 0.379467 0.204229 0.211744 0.285129 0.298238 0.141519 0.039124 0.118231 0.112455 0.074299 0.081690 0.119649 0.090936 0.089058 0.084996 0.079037 0.055794 0.018732 0.088157 0.007715 0.131513
46 0.140124 -0.443513 -0.173163 0.245964 0.004267 -0.199163 -0.181641 -0.012907 -0.210031 0.006312 -0.297081 -0.359587 -0.044483 -0.228072 -0.168091 -0.289951 -0.095761 -0.054203 -0.100959 -0.101071 -0.033797 0.067885 -0.065483 0.050768 -0.014853 -0.042073 -0.006901 0.076845 -0.039638 0.098420 0.002963 -0.209726 -0.097527 -0.167328 -0.093355 -0.033940 0.012533 0.089919 0.280566 0.367408 0.407111 0.450891 0.362691 0.449758 0.288919 0.661443 1.000000 0.660747 0.423023 0.345301 0.277767 -0.043740 -0.188493 -0.240399 -0.286124 -0.282464 -0.305462 -0.225900 -0.156080 -0.133510 -0.254489 -0.315004 -0.327718 -0.476595 -0.493405 -0.450549 -0.181449 -0.167316 -0.295234 -0.285368 -0.159388 -0.129970 -0.176436 -0.121312 -0.264641 -0.002208 0.159249 0.020099 0.045360 0.183667 0.166542 0.014202 0.009077 -0.000506 0.030435 0.059091 0.046442 0.172354 0.166526 0.152392 0.195206 0.238989 0.258071 0.212157 0.360582 0.438733 0.245852 0.282068 0.393259 0.329165 0.289993 0.228495 0.235097 0.292909 0.237982 0.214712 0.388419 0.298500 0.267215 0.436868 0.313675 0.300276 0.263379 0.177509 0.176406 0.106327 0.141442 0.070707 0.019571 0.071020 -0.021757 -0.170739 -0.104346 -0.014887 0.004227 0.024517 -0.071856 0.178386
47 0.278495 -0.493947 -0.249648 0.316192 -0.166770 -0.007102 -0.167282 0.236547 -0.342733 0.003478 -0.141746 -0.424555 0.052266 -0.271786 -0.036018 -0.370272 0.045808 -0.075521 -0.241418 -0.114833 -0.065920 0.196900 -0.191903 0.177558 0.075673 0.048774 0.025669 0.161689 0.025488 0.120860 0.158771 -0.125337 -0.047348 -0.136172 0.044145 -0.175006 -0.209188 -0.144875 -0.059170 0.098162 0.119401 0.200634 0.224773 0.258620 0.196300 0.387900 0.660747 1.000000 0.773002 0.595247 0.367855 0.071968 0.034624 -0.252117 -0.239994 -0.303085 -0.307856 -0.254500 -0.246815 -0.094589 -0.279711 -0.254825 -0.233087 -0.215803 -0.277216 -0.318867 -0.023799 0.084198 -0.058977 -0.154308 0.136417 -0.015677 -0.076181 -0.058507 -0.168375 -0.050183 -0.010836 0.040162 0.029318 -0.023068 0.093553 0.067343 -0.194789 0.012034 -0.028339 -0.041017 0.122119 0.161898 0.035862 -0.002298 0.290655 0.095200 0.138985 0.272581 0.137731 0.269307 0.317641 0.187843 0.263154 0.349408 0.107490 0.123483 0.245355 0.176966 0.170392 0.187005 0.205993 0.275688 0.278757 0.305428 0.437471 0.356573 0.246326 0.455756 0.375227 0.068816 0.218666 0.106715 0.212156 0.279737 0.069412 0.103404 -0.052959 0.108266 0.041752 -0.044312 0.068242 0.106243
48 0.352182 -0.362411 -0.275112 0.268496 -0.245383 0.033535 -0.094303 0.219860 -0.428033 0.179137 0.040189 -0.297605 0.254206 -0.235584 0.081905 -0.385586 0.008279 0.051542 -0.292344 -0.004946 -0.006045 0.033275 -0.238934 0.015981 -0.074624 0.042238 -0.143717 0.011274 -0.215747 -0.160944 0.077977 -0.176942 0.007791 -0.094472 0.073726 -0.103886 -0.185259 -0.142774 -0.075810 0.041732 0.095548 0.214877 0.187685 0.336008 0.187604 0.247161 0.423023 0.773002 1.000000 0.756056 0.415482 0.151144 0.035478 -0.165755 -0.173932 -0.250654 -0.239659 -0.210949 -0.225977 -0.112324 -0.303775 -0.147223 -0.111919 -0.101830 -0.165654 -0.336805 -0.093852 0.054828 -0.009673 -0.142875 0.009024 -0.036538 0.049189 -0.076711 -0.210622 -0.013653 -0.067096 -0.067232 -0.060127 -0.069078 0.108409 0.283799 -0.158559 -0.080079 0.012815 -0.108957 0.017550 0.040271 0.061500 0.066051 0.271306 0.051514 0.044013 0.098067 0.032563 0.207171 0.167105 0.130035 0.184485 0.342658 0.120862 0.042336 0.213504 0.176984 0.207173 0.157222 0.213771 0.256780 0.250572 0.237447 0.335283 0.341123 0.141275 0.325802 0.291042 0.018700 0.243465 0.193618 0.228264 0.263095 0.118605 0.213062 -0.122462 0.057126 0.150943 -0.087362 0.131766 0.090745
49 0.131309 -0.368189 -0.094709 0.281490 -0.170272 0.115856 -0.071089 0.374502 -0.320189 0.010724 -0.023251 -0.337992 0.258159 -0.256942 0.008489 -0.253118 0.035574 0.162073 -0.234970 -0.059863 -0.084046 0.159945 -0.160356 -0.006521 0.020825 -0.018694 -0.088060 0.034801 -0.100905 -0.071634 0.010592 -0.173876 -0.091377 -0.149817 0.026246 -0.024323 -0.048410 -0.065787 -0.017662 0.017437 -0.056202 0.053271 0.052706 0.149989 0.174063 0.151735 0.345301 0.595247 0.756056 1.000000 0.714687 0.365067 0.138135 -0.132932 -0.126298 -0.226924 -0.201581 -0.169484 -0.156817 -0.022354 -0.171075 -0.187305 -0.297996 -0.267589 -0.140439 -0.174045 -0.050342 -0.064547 -0.138457 -0.114992 0.017635 -0.037786 -0.008205 -0.021707 -0.123427 -0.027475 0.101258 0.065160 -0.074489 -0.150335 -0.011594 0.108789 -0.182798 -0.264717 -0.149077 0.105564 0.102347 0.032641 0.054524 0.047196 0.195626 0.032959 -0.030419 -0.016713 0.055647 0.105041 0.139180 0.249889 0.257081 0.258922 0.146282 0.157558 0.283859 0.328343 0.285073 0.150788 0.129670 0.265639 0.244416 0.210789 0.232857 0.092032 0.066918 0.239683 0.145659 -0.167657 0.095281 0.110286 0.110059 0.212266 0.151142 0.157902 -0.067581 0.027985 0.111314 -0.035676 -0.073895 0.257532
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101 -0.100427 -0.322181 0.125144 0.220243 -0.097832 0.026335 -0.054365 0.107149 -0.051687 0.114079 -0.213019 -0.238387 0.115131 -0.232409 0.087846 0.064545 0.076111 0.251868 0.053535 -0.047912 0.088970 0.118288 -0.151710 -0.024730 -0.079543 -0.115002 -0.119934 0.005738 -0.036802 -0.076383 0.003080 -0.145495 -0.075891 -0.099229 -0.057348 0.285870 0.399179 0.405181 0.422865 0.347271 0.272025 0.195507 0.108703 0.159403 0.245528 0.312334 0.228495 0.123483 0.042336 0.157558 0.274496 0.188305 0.009812 -0.187460 -0.244497 -0.333700 -0.388728 -0.388710 -0.264869 -0.127775 -0.149877 -0.271310 -0.346404 -0.332000 -0.260163 -0.281144 -0.205042 -0.139527 -0.259906 -0.217604 -0.022500 -0.034863 -0.139838 0.078220 0.148507 0.177266 0.182329 0.050549 0.180799 0.126805 0.154856 0.058059 -0.123386 -0.010445 -0.038311 0.020654 0.090250 0.211602 0.011432 0.125672 0.254167 0.166752 0.231811 0.174021 0.288192 0.166094 0.266057 0.411919 0.393908 0.187770 0.333867 1.000000 0.541605 0.136410 0.345503 0.348267 0.166995 0.092571 0.098704 0.171844 0.117763 0.048284 0.152919 0.042096 -0.003923 -0.087927 -0.123353 -0.128112 -0.084159 -0.143900 -0.106958 0.004414 0.009307 -0.131812 -0.097557 0.084978 -0.219717 0.031446
102 0.031057 -0.345814 -0.053349 0.227947 -0.059238 -0.141853 0.042958 0.038773 -0.220529 0.148996 -0.234198 -0.181703 0.040358 -0.374371 0.032655 -0.154968 -0.009612 0.056923 -0.181604 -0.041589 -0.027585 0.027399 -0.290735 -0.165341 -0.143341 -0.205210 -0.202609 -0.121739 -0.190803 -0.101607 -0.000075 -0.223767 -0.150435 -0.152352 0.013395 0.195416 0.303218 0.413215 0.445586 0.491180 0.389796 0.282831 0.160840 0.165854 0.239913 0.233535 0.235097 0.245355 0.213504 0.283859 0.344306 0.259805 0.093645 -0.131099 -0.172875 -0.217107 -0.318472 -0.369525 -0.266388 -0.166076 -0.278217 -0.361051 -0.375466 -0.261778 -0.250012 -0.409960 -0.217236 -0.097800 -0.236136 -0.229305 -0.093995 -0.195428 -0.099487 0.153350 0.111274 0.353350 0.319800 0.096637 0.159130 0.271195 0.378620 0.218339 -0.177640 0.042085 0.218526 0.124738 0.110596 0.190642 0.152300 0.222553 0.300140 0.091113 0.152470 0.262602 0.286931 0.209141 0.103046 0.357374 0.478094 0.418899 0.128074 0.541605 1.000000 0.358982 0.159651 0.290966 0.300080 0.291391 0.011850 0.097242 0.290678 0.093541 -0.019743 0.146227 0.001762 -0.178500 -0.054635 -0.124247 0.021454 -0.008334 -0.244746 0.016182 0.082785 -0.115996 -0.001604 -0.050784 -0.086998 0.029765
103 0.033749 -0.474515 -0.089057 0.226292 -0.163199 0.100536 -0.114990 -0.034520 -0.092599 0.145938 -0.161167 -0.257796 0.006635 -0.241426 -0.114361 -0.253594 0.054998 -0.089598 -0.143809 -0.061192 0.030108 0.055884 -0.079983 0.067059 -0.099567 0.034800 -0.057401 -0.017119 -0.052948 0.057640 0.146968 -0.036031 0.101652 -0.001294 0.089740 0.187178 0.229894 0.295701 0.393195 0.353387 0.314156 0.290976 0.288204 0.427967 0.323037 0.350384 0.292909 0.176966 0.176984 0.328343 0.330650 0.108225 -0.058375 -0.232764 -0.249112 -0.308939 -0.333933 -0.343881 -0.200126 -0.100146 -0.247008 -0.362479 -0.503145 -0.398840 -0.229847 -0.244660 -0.292354 -0.352472 -0.231957 -0.082658 -0.065129 -0.190338 -0.171367 0.021730 0.011629 0.232229 0.398212 0.194532 0.037032 0.038193 0.172531 0.175054 -0.093572 -0.081742 0.189637 0.323182 0.064336 0.080350 0.174557 0.318959 0.242599 0.116129 0.013545 0.101981 0.435510 0.298692 0.230869 0.247119 0.324680 0.410064 0.471948 0.136410 0.358982 1.000000 0.450191 0.113248 0.356959 0.343797 0.142443 0.033061 0.221233 0.136354 0.104017 0.119797 0.059615 0.002136 0.064003 0.008050 0.151807 0.258159 0.090605 0.134550 0.091148 -0.015382 0.016253 0.098578 -0.016977 0.074502
104 -0.017127 -0.330470 -0.110828 0.128206 -0.030513 -0.066239 -0.091059 0.024428 -0.032802 0.104884 -0.106006 -0.264182 -0.029788 -0.135287 -0.034026 -0.173584 -0.133985 0.089068 -0.187523 -0.102837 0.073436 -0.007372 -0.114094 0.126139 0.099688 0.026147 0.016158 0.046044 0.057070 0.123410 0.180965 0.025078 0.108265 -0.018782 0.057702 0.315053 0.299754 0.351998 0.345126 0.314259 0.239391 0.194773 0.225183 0.287735 0.271589 0.196238 0.237982 0.170392 0.207173 0.285073 0.221328 0.038642 -0.195651 -0.340110 -0.318782 -0.241353 -0.275322 -0.290685 -0.174746 -0.030348 -0.154986 -0.367105 -0.408632 -0.252649 -0.106025 -0.265315 -0.246178 -0.199650 -0.069540 -0.139606 -0.095779 -0.116160 -0.222639 0.228051 0.093495 0.133999 0.329572 0.282828 0.155343 -0.110164 0.105014 0.220318 -0.067030 -0.016454 0.103996 0.098059 0.247765 0.245610 0.071101 0.182636 0.348670 0.209830 0.138865 0.197452 0.177149 0.318559 0.306975 0.173674 0.251287 0.358194 0.348413 0.345503 0.159651 0.450191 1.000000 0.388040 0.139113 0.357373 0.349779 -0.039655 0.009425 0.206948 0.102443 0.142036 0.018184 0.064884 -0.035045 -0.066946 0.113075 0.141648 0.037362 0.022572 0.131619 -0.144893 -0.030833 0.046012 -0.112492 0.073692
105 0.057292 -0.292877 -0.196905 0.100795 0.008229 -0.014107 -0.174441 0.031311 -0.006832 0.080044 -0.077748 -0.267655 0.025125 -0.136612 -0.211005 -0.150670 -0.110689 0.090163 -0.062615 -0.163329 0.110588 0.041753 -0.140358 0.143594 0.137920 -0.055718 0.036101 0.136351 -0.103147 0.066184 -0.015386 -0.151826 -0.001051 -0.086031 0.086842 0.186712 0.280387 0.338133 0.349979 0.352125 0.231361 0.130960 0.059125 0.090142 0.024329 0.096917 0.214712 0.187005 0.157222 0.150788 0.155753 -0.017347 -0.141037 -0.241845 -0.263523 -0.130391 -0.167234 -0.195985 -0.146715 -0.126222 -0.100120 -0.174129 -0.168663 -0.151739 -0.204245 -0.297586 -0.223435 -0.055945 -0.180834 -0.373660 -0.250747 -0.000224 0.053333 0.176819 0.016788 0.000047 0.308011 0.219601 0.162160 0.223626 0.189116 0.153321 0.104402 0.116856 0.037173 -0.049573 0.092513 0.276749 0.193252 -0.009671 0.005063 0.360537 0.211611 0.013939 0.265993 0.206008 0.231732 0.332710 0.207438 0.071118 0.238437 0.348267 0.290966 0.113248 0.388040 1.000000 0.416247 0.108920 0.356815 0.201000 0.138614 0.087303 0.041317 0.158010 0.034848 -0.187125 -0.040557 -0.130367 0.036323 -0.011627 -0.316476 -0.150874 0.058070 -0.037745 -0.192516 -0.020566 -0.142904 -0.086506
106 0.132686 -0.304904 -0.196953 0.140087 0.038370 -0.176159 -0.038036 -0.143055 -0.224310 0.180270 -0.238489 -0.229390 0.020500 -0.197264 -0.131687 -0.318415 -0.135977 -0.039074 -0.176746 -0.080832 0.001031 -0.080748 -0.204362 -0.114425 -0.156466 -0.152372 -0.173782 -0.061080 -0.197374 -0.129971 -0.057825 -0.261355 -0.088959 -0.112647 -0.066640 0.169918 0.194751 0.320767 0.447252 0.494947 0.522846 0.495683 0.449803 0.448792 0.256209 0.389936 0.388419 0.205993 0.213771 0.129670 0.140122 -0.136999 -0.253001 -0.245371 -0.292994 -0.220732 -0.301046 -0.283056 -0.195875 -0.184572 -0.181872 -0.180491 -0.196518 -0.334900 -0.403242 -0.494047 -0.342451 -0.155208 -0.225149 -0.362681 -0.261782 -0.113135 -0.014858 0.081808 -0.104385 0.115188 0.226276 0.102062 0.100465 0.185848 0.285814 0.263730 0.051124 0.118934 0.246910 0.119449 0.003471 0.152074 0.447087 0.268904 0.074052 0.209612 0.179201 0.151043 0.258016 0.379155 0.178119 0.214731 0.294783 0.246989 0.238719 0.166995 0.300080 0.356959 0.139113 0.416247 1.000000 0.412291 0.068221 0.304614 0.220698 0.219268 -0.012801 0.115490 0.090257 0.002480 0.018607 -0.044417 0.048412 0.055130 -0.123747 -0.075623 0.133996 -0.024705 -0.005606 0.027827 0.074640 0.096297
107 0.095208 -0.414977 -0.097471 0.275413 -0.143322 0.030543 0.022941 -0.040893 -0.158419 0.005520 -0.280880 -0.109352 -0.043533 -0.228202 0.095692 -0.362303 0.036130 -0.163578 -0.221730 -0.017888 -0.143482 -0.040715 -0.205477 -0.040231 -0.105953 -0.008576 -0.128042 -0.001863 -0.041594 -0.029150 0.048603 -0.165839 -0.103032 -0.178149 0.095009 0.241148 0.273638 0.302944 0.318244 0.311435 0.276265 0.228064 0.211871 0.324186 0.301862 0.379467 0.298500 0.275688 0.256780 0.265639 0.128007 -0.146099 -0.274384 -0.408526 -0.237269 -0.122986 -0.165145 -0.201209 -0.183563 -0.082312 -0.217029 -0.323190 -0.353485 -0.263891 -0.309535 -0.454162 -0.195033 -0.061597 -0.121063 -0.103446 -0.078296 -0.258947 -0.176157 0.208326 0.153140 0.162528 0.177184 0.118195 0.173694 0.020826 0.174291 0.207984 -0.118095 0.151180 0.199232 0.106921 0.187436 0.169091 0.038751 0.258078 0.408899 0.037237 0.020871 0.238382 0.172056 0.256775 0.213741 0.085888 0.345404 0.356598 0.081969 0.092571 0.291391 0.343797 0.357373 0.108920 0.412291 1.000000 0.421556 -0.084079 0.230901 0.266519 0.047567 -0.017934 0.035964 -0.016855 -0.011250 -0.139981 0.141847 0.230901 -0.070860 0.090198 0.078535 -0.014143 0.011547 -0.051523 0.026775 0.217210
108 0.151660 -0.294690 -0.109120 0.187457 -0.113612 0.094894 -0.146168 0.104362 -0.111677 0.104802 -0.053859 -0.224871 0.118740 -0.203451 -0.000843 -0.155018 -0.104893 0.104300 -0.100851 -0.206936 0.107923 0.054358 -0.230056 0.128728 0.042280 0.018463 0.006462 0.092784 -0.050420 0.032163 -0.034076 -0.164232 -0.057016 -0.193771 0.094781 0.144504 0.213540 0.225269 0.226419 0.186812 0.098894 0.070710 0.021032 0.134139 0.068737 0.204229 0.267215 0.278757 0.250572 0.244416 0.147603 -0.111199 -0.179433 -0.333842 -0.216505 -0.070930 -0.109331 -0.079286 -0.091377 -0.050252 -0.148872 -0.263392 -0.231395 -0.192800 -0.236428 -0.272234 -0.121163 -0.062362 -0.154247 -0.219655 -0.193868 -0.061803 0.052306 0.115440 0.040192 0.030910 0.223715 0.190715 0.134970 0.092391 0.092879 0.090741 0.012385 0.144972 -0.103783 -0.128589 0.209160 0.236046 -0.012858 -0.057656 0.262465 0.335617 0.096189 0.028548 0.219936 0.149447 0.195652 0.193905 0.135600 0.191832 0.152105 0.098704 0.011850 0.142443 0.349779 0.356815 0.068221 0.421556 1.000000 0.224197 -0.011961 0.289585 0.084402 -0.023272 -0.109817 -0.051475 -0.007729 -0.188351 0.092116 0.097157 -0.048378 0.033183 -0.078682 -0.073102 -0.040671 -0.071949 -0.124881 0.173452
109 -0.000935 -0.123050 0.062528 0.066288 0.011227 -0.019888 -0.148298 0.077034 -0.201255 0.075923 0.057041 -0.229599 0.160609 -0.018196 -0.194808 -0.052194 -0.039104 0.150949 0.130898 0.030174 0.094128 -0.018947 0.009829 -0.014949 -0.079586 -0.085360 -0.073767 -0.029761 -0.117243 -0.036651 -0.087508 -0.146582 -0.065847 -0.049573 -0.148675 -0.106830 -0.036595 -0.019680 0.127761 0.159664 0.241457 0.253227 0.152110 0.164489 -0.051019 0.211744 0.436868 0.305428 0.237447 0.210789 0.159849 -0.052789 -0.124423 -0.088625 -0.124677 -0.158383 -0.144466 -0.056180 0.022735 0.028362 0.057961 0.039149 -0.111496 -0.350933 -0.346812 -0.205932 -0.156621 -0.191211 -0.341776 -0.321272 -0.312461 -0.035268 0.185495 -0.138969 -0.252792 -0.117734 0.011023 -0.004615 -0.040792 0.078645 -0.033758 -0.078710 0.123859 0.001946 -0.184456 -0.083779 -0.057409 0.087559 0.252848 -0.008666 -0.110057 0.213804 0.238086 -0.005213 0.180736 0.174966 0.087551 0.248846 0.063397 0.029002 0.245816 0.171844 0.097242 0.033061 -0.039655 0.201000 0.304614 -0.084079 0.224197 1.000000 0.253706 0.004989 0.321079 0.001974 0.005562 -0.087146 0.058853 0.048494 -0.130957 -0.038715 0.036210 -0.071247 -0.217060 -0.059485 0.025548 -0.022079 -0.130475 0.082679
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111 0.286719 -0.385703 -0.280740 0.266579 -0.126821 -0.124200 -0.152886 -0.022002 -0.240216 0.120040 -0.103323 -0.335096 -0.016637 -0.280216 -0.115305 -0.259670 -0.121332 -0.084979 -0.245354 -0.164054 0.139899 0.059254 -0.259496 0.161151 0.004022 0.061987 0.058072 0.140294 0.100391 0.120678 0.219239 0.026738 0.143107 0.007944 0.034104 -0.013196 -0.127228 -0.056823 0.000145 0.106437 0.214488 0.302486 0.386700 0.424175 0.248361 0.298238 0.300276 0.356573 0.341123 0.092032 0.042680 -0.055942 -0.035273 -0.188276 -0.260940 -0.213894 -0.267862 -0.249878 -0.199793 -0.090314 -0.201861 -0.224717 -0.090897 -0.069626 -0.144105 -0.241215 -0.040785 0.047677 -0.106504 -0.121382 0.137201 0.017132 -0.139719 -0.064914 -0.113766 0.055153 0.083726 -0.011752 -0.015582 0.076756 0.191395 0.146980 -0.079276 0.021439 0.091105 0.057183 0.222188 0.161330 0.071150 0.226473 0.379920 0.131742 0.089205 0.261487 0.238880 0.361169 0.257303 0.131263 0.290384 0.372383 0.134027 0.048284 0.093541 0.136354 0.206948 0.087303 0.219268 0.266519 0.289585 0.004989 0.421487 1.000000 0.301411 0.382539 0.494316 0.267569 0.267690 0.075062 0.335094 0.334246 -0.010546 0.169305 0.110137 0.059846 0.141321 0.139373 0.273050 0.037608
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119 0.226654 -0.359673 -0.234417 0.198244 -0.248245 0.188301 -0.147293 0.080671 -0.136976 0.009673 0.071261 -0.238950 0.047958 -0.054208 -0.061968 -0.270227 0.022383 -0.166932 -0.156091 -0.077022 0.046205 0.152523 -0.089399 0.263554 0.066876 0.246920 0.221904 0.163228 0.169046 0.173711 0.177436 0.103997 0.196634 0.127516 0.169187 -0.155162 -0.213133 -0.248663 -0.230776 -0.146689 -0.135701 0.003563 0.117832 0.215934 0.210360 0.090936 0.071020 0.279737 0.263095 0.212266 0.159563 0.116066 0.096509 -0.057637 -0.044852 -0.093477 -0.113164 -0.199061 -0.160833 -0.073474 -0.186324 -0.187748 -0.170592 0.061532 0.078037 0.034115 0.011516 0.042773 0.087336 0.157943 0.210488 -0.161468 -0.110269 0.061132 0.031243 -0.132483 0.050871 0.127717 -0.128195 -0.132700 -0.077379 0.020179 -0.080502 -0.089359 -0.028952 0.217746 0.199511 0.032339 0.091623 0.102912 0.135479 -0.056191 -0.005602 0.078579 -0.015392 0.070701 0.198410 0.001274 -0.022475 0.224691 0.109677 -0.143900 -0.008334 0.258159 0.141648 -0.011627 0.055130 0.230901 0.097157 -0.038715 0.331975 0.334246 0.245998 0.373708 0.313503 0.300671 0.515069 0.149294 0.464960 1.000000 0.296331 0.291201 0.244041 0.340708 0.334212 -0.039682 0.355271 0.038225
120 -0.091269 0.045337 0.123254 -0.036734 -0.127952 0.162436 -0.019356 -0.083003 0.019143 0.038199 0.188501 -0.044022 -0.001130 0.240445 0.039170 -0.005966 0.133735 0.061004 0.046259 0.153184 0.019356 -0.008962 0.155858 0.082828 0.032245 0.145631 0.050974 -0.060570 0.122408 0.091474 0.194080 0.239940 0.241068 0.192171 0.018695 0.053607 -0.181730 -0.254455 -0.240523 -0.321316 -0.229345 -0.106991 0.102630 0.172706 0.176959 0.089058 -0.021757 0.069412 0.118605 0.151142 0.045009 -0.042371 -0.062143 -0.045642 -0.050096 -0.132398 -0.140450 -0.148860 -0.161894 -0.114832 -0.072800 0.021602 0.036661 0.024242 0.195771 0.205540 0.116391 0.047048 0.215414 0.406128 0.242350 0.105678 -0.007938 -0.071014 0.006395 -0.113390 -0.173053 -0.126043 -0.202990 -0.357524 -0.308492 -0.084806 0.055378 -0.182139 -0.197543 -0.008198 -0.009669 -0.105923 -0.083378 -0.007313 -0.055624 -0.118671 -0.069599 -0.001775 -0.151037 -0.191480 0.051499 -0.087848 -0.264404 -0.023422 0.123258 -0.106958 -0.244746 0.090605 0.037362 -0.316476 -0.123747 -0.070860 -0.048378 0.036210 -0.069043 -0.010546 0.255622 0.115848 0.057899 0.209285 0.085615 0.377712 0.123563 0.296331 1.000000 0.286032 -0.025658 0.315550 0.183934 0.167817 -0.033084 0.239891
121 0.090725 -0.118374 0.092388 0.129907 -0.304737 0.195137 0.154641 0.032789 -0.177077 0.132746 0.024455 -0.106903 0.158282 -0.081991 0.197671 -0.063398 0.063507 0.177353 -0.166811 0.000385 0.151800 0.034245 -0.067174 0.104320 0.019712 0.203038 0.021865 0.041751 0.102353 -0.048571 0.164260 0.157075 0.149922 0.166514 0.079140 -0.014076 -0.059014 -0.143949 -0.171366 -0.221691 -0.203638 -0.139036 -0.040612 0.174545 0.321783 0.084996 -0.170739 0.103404 0.213062 0.157902 0.073866 0.086015 0.048870 -0.161142 -0.098245 -0.123499 -0.182660 -0.284863 -0.263619 -0.058227 -0.028641 0.066236 0.050071 0.167098 0.258115 0.167483 0.100379 0.132683 0.141262 0.151114 0.231191 0.021817 -0.018418 0.093831 0.196631 0.033533 -0.095066 0.051023 0.028211 -0.275686 -0.158637 0.123646 -0.098435 -0.071965 -0.043417 -0.130464 0.038070 0.051002 -0.133456 0.072722 0.225410 -0.158278 -0.119801 0.160825 -0.073743 -0.197894 0.070497 -0.039909 -0.066047 0.081536 0.023679 0.004414 0.016182 0.134550 0.022572 -0.150874 -0.075623 0.090198 0.033183 -0.071247 0.094736 0.169305 -0.039425 0.146131 0.289728 0.014280 0.072439 0.124355 0.475996 0.291201 0.286032 1.000000 0.319540 0.093293 0.370350 0.205492 0.249405 -0.175657
122 0.069463 -0.185711 -0.040699 0.087615 0.038225 -0.002203 0.049000 -0.131903 -0.027858 0.067028 -0.162076 -0.155033 -0.040303 -0.037147 0.007350 -0.053335 -0.138720 0.006670 -0.063867 -0.098178 0.221018 0.188499 -0.157363 0.198067 0.185639 0.046063 0.176584 0.130948 0.236889 0.196404 0.090423 0.096279 0.124827 0.141880 0.159664 0.059500 -0.021552 0.039549 0.007779 0.023278 -0.006504 0.007096 0.167421 0.146226 0.242777 0.079037 -0.104346 -0.052959 -0.122462 -0.067581 -0.001254 0.031449 0.063159 -0.065760 -0.077708 -0.066097 -0.186647 -0.255026 -0.206704 -0.087669 -0.084310 -0.106387 -0.056159 -0.016847 0.092709 0.043102 0.067957 0.109155 0.066900 0.070382 0.177286 -0.012295 -0.117850 0.183186 0.105154 0.036343 0.155800 0.189326 0.022816 -0.158182 0.024436 0.126780 -0.034803 0.015817 0.081772 0.113292 0.233002 0.158065 0.158637 0.182684 0.105510 -0.010145 0.061569 0.165900 0.022194 0.110226 0.157177 0.066656 0.091666 0.144130 0.011079 0.009307 0.082785 0.091148 0.131619 0.058070 0.133996 0.078535 -0.078682 -0.217060 0.119588 0.110137 -0.051852 0.286096 0.208711 0.208819 0.026981 0.057070 0.283671 0.244041 -0.025658 0.319540 1.000000 0.232089 0.077123 0.338558 0.177762 -0.060097
123 0.149246 -0.170466 -0.069489 0.099910 -0.204485 0.329371 -0.145181 0.040694 -0.192918 0.075173 0.174813 -0.108309 0.143002 0.096388 0.081305 -0.250945 0.147635 -0.016150 0.032970 -0.028012 0.061856 0.259382 -0.058246 0.231248 0.088035 0.176781 0.102687 0.199501 0.071543 -0.012407 0.004275 -0.062921 0.044864 0.027007 0.048303 -0.166429 -0.194377 -0.268256 -0.230938 -0.190757 -0.137604 -0.010700 0.012030 0.143447 0.176517 0.055794 -0.014887 0.108266 0.057126 0.027985 -0.018168 0.011807 0.100075 -0.006818 -0.012471 -0.096726 -0.050755 -0.087725 -0.159507 -0.173971 -0.119224 -0.007560 0.059310 0.205529 0.102811 0.155203 0.107361 0.195214 0.118103 0.069647 0.213137 0.137204 0.093397 -0.107852 0.078096 -0.073971 -0.093497 -0.067790 -0.111147 -0.121033 -0.045448 0.099189 -0.053157 0.051700 -0.073698 -0.004005 0.009157 0.169492 0.158248 -0.093594 -0.065175 -0.120940 0.005535 -0.035425 -0.143160 -0.061008 0.137847 -0.204043 -0.126581 0.099625 -0.073259 -0.131812 -0.115996 -0.015382 -0.144893 -0.037745 -0.024705 -0.014143 -0.073102 -0.059485 -0.003607 0.059846 0.158692 0.180697 0.220691 0.116169 0.431385 0.240367 0.214307 0.340708 0.315550 0.093293 0.232089 1.000000 0.308834 0.148443 0.244369 0.192765
124 0.037835 -0.026941 0.033625 0.119358 0.047719 -0.067020 0.186712 0.072758 -0.281760 0.036984 -0.006876 -0.003328 0.189782 -0.082916 0.068679 0.015556 -0.125075 0.084069 -0.050702 -0.019084 0.103012 -0.037133 -0.155705 -0.074449 -0.144474 -0.058879 -0.060816 -0.108552 -0.074469 -0.183622 -0.087067 -0.136791 -0.124873 0.017187 -0.218921 -0.227728 -0.228495 -0.265786 -0.207384 -0.135219 -0.028750 0.148138 0.169881 0.244467 0.306911 0.018732 0.004227 0.041752 0.150943 0.111314 0.073700 0.133905 0.073282 0.069168 0.077895 0.033925 -0.000750 -0.059733 -0.073585 -0.037478 -0.133662 -0.003622 0.120347 0.163089 0.191346 0.025527 0.009831 0.016214 0.032118 0.024197 0.044189 0.050643 -0.016550 -0.046598 0.009268 0.017128 -0.148115 0.000974 0.009489 -0.105603 -0.005580 0.121064 -0.037616 -0.110647 0.121197 -0.050386 -0.044480 0.106293 0.121503 0.150265 0.089185 -0.090044 0.070956 0.066185 -0.212597 0.076334 0.024562 -0.173258 -0.096938 0.134222 0.115105 -0.097557 -0.001604 0.016253 -0.030833 -0.192516 -0.005606 0.011547 -0.040671 0.025548 0.055172 0.141321 0.020996 0.194245 0.185627 0.072242 0.221327 0.146265 0.137629 0.334212 0.183934 0.370350 0.077123 0.308834 1.000000 0.082854 0.248119 0.252436
125 -0.055112 -0.113605 0.074947 0.082868 0.077544 -0.025144 -0.018592 -0.180044 -0.013385 0.004176 -0.054339 -0.088283 -0.010650 0.175686 -0.076092 0.038189 0.047691 -0.042036 0.066746 0.115900 0.150689 0.097308 0.101568 0.134902 0.136952 0.080347 0.096875 0.129738 0.181012 0.112045 0.118190 0.054847 0.057598 0.110432 -0.070431 0.000996 -0.233514 -0.180219 -0.125332 -0.146385 0.022325 0.067337 0.222606 0.251726 0.209881 0.088157 0.024517 -0.044312 -0.087362 -0.035676 -0.062167 0.023313 0.060968 0.000562 -0.010478 0.000415 -0.094741 -0.129781 -0.115003 -0.128885 -0.119764 -0.176748 -0.067216 -0.173804 -0.068416 0.055136 0.056698 0.120690 0.021552 0.019878 0.075549 0.063132 -0.102055 -0.041086 -0.052317 -0.104158 -0.067155 -0.109028 -0.110478 -0.239922 -0.019465 0.039699 -0.094247 -0.107544 0.020926 0.054211 0.023508 0.108111 0.069269 0.199842 0.049255 0.024030 0.084912 0.155290 0.133890 0.024705 0.164807 -0.035611 0.054062 0.109679 0.090941 0.084978 -0.050784 0.098578 0.046012 -0.020566 0.027827 -0.051523 -0.071949 -0.022079 0.076544 0.139373 0.060220 0.203975 0.284101 0.170482 -0.025629 0.191375 0.327065 -0.039682 0.167817 0.205492 0.338558 0.148443 0.082854 1.000000 0.303868 -0.110950
126 0.254696 -0.123957 -0.129006 0.147566 -0.065463 -0.109834 -0.022032 -0.067606 -0.182671 -0.006466 -0.013853 -0.078909 0.040179 0.039151 -0.011445 -0.109904 -0.109653 -0.203264 -0.086662 -0.049183 0.133698 0.109581 -0.038341 0.130034 0.028784 0.165301 0.046289 0.085932 0.084817 -0.047970 0.054579 -0.005281 0.051304 0.086121 0.034227 -0.290720 -0.401860 -0.301894 -0.310866 -0.131024 -0.032437 0.074929 0.212462 0.210670 0.198198 0.007715 -0.071856 0.068242 0.131766 -0.073895 -0.078105 0.119894 0.141140 0.029958 -0.001191 -0.001339 -0.010799 -0.043865 -0.028392 -0.015242 -0.086210 -0.002528 0.071648 0.116850 0.054018 -0.026383 0.056267 0.179006 0.111882 0.004159 0.105812 -0.056660 -0.073588 -0.008040 -0.009927 -0.049923 -0.135636 -0.053389 -0.042652 -0.030524 0.092190 0.156039 -0.173463 0.019393 0.218135 -0.020111 0.035326 -0.012705 0.044663 0.101905 0.111523 -0.040881 -0.027903 0.137736 -0.111579 0.065802 0.150668 -0.245989 -0.187801 0.187371 0.045062 -0.219717 -0.086998 -0.016977 -0.112492 -0.142904 0.074640 0.026775 -0.124881 -0.130475 0.162217 0.273050 -0.038956 0.266939 0.382342 0.221321 0.348099 0.224670 0.308888 0.355271 -0.033084 0.249405 0.177762 0.244369 0.248119 0.303868 1.000000 -0.131979
127 -0.014888 -0.072883 -0.021425 0.036674 0.032928 0.010929 -0.046032 0.038835 -0.113967 0.012690 -0.040887 -0.061834 0.063054 -0.084852 0.000102 -0.098027 -0.052161 0.020263 0.018036 -0.048644 -0.066523 0.163087 -0.079214 -0.041138 0.000861 -0.066204 -0.046201 0.010130 0.030463 -0.009256 -0.052335 -0.169597 -0.107760 -0.122677 -0.151324 -0.035041 -0.132302 -0.095576 -0.029039 0.002701 0.034787 0.131326 0.197143 0.157607 0.121514 0.131513 0.178386 0.106243 0.090745 0.257532 0.238986 0.049915 -0.007357 -0.028415 -0.044938 -0.072769 -0.051834 0.031991 -0.002979 -0.010308 -0.058242 -0.028298 -0.065455 -0.191876 -0.088485 -0.103913 -0.032221 -0.102268 -0.022542 0.095825 -0.060204 0.011444 0.013102 -0.057216 -0.146648 0.006978 0.041986 -0.144288 -0.092223 -0.018220 -0.006063 -0.089286 -0.059251 -0.059871 -0.040488 0.170476 0.076223 0.072988 0.173877 0.012262 -0.046155 -0.015223 0.046616 -0.018206 -0.067479 0.101502 0.034134 -0.032057 0.075599 0.068212 0.020353 0.031446 0.029765 0.074502 0.073692 -0.086506 0.096297 0.217210 0.173452 0.082679 -0.066344 0.037608 0.096071 0.031698 -0.012581 0.004507 0.106146 0.072485 -0.162029 0.038225 0.239891 -0.175657 -0.060097 0.192765 0.252436 -0.110950 -0.131979 1.000000

As we can see there is no observable pattern of correlation

In [30]:
from sklearn.preprocessing import LabelEncoder
encoder = LabelEncoder()
encoder.fit(dataframe['Corpus'])
y = encoder.transform(dataframe['Corpus'])

Creating a dataframe for post processing

In [31]:
dataframe_processed=pd.concat([pd.DataFrame(X_df), pd.DataFrame(y)], axis=1)

Checking for any Null Values

In [32]:
dataframe_processed.isna().sum().sum()
Out[32]:
0
In [33]:
X_df=dataframe_processed.iloc[:,:-1]
In [34]:
y=dataframe_processed.iloc[:,-1:]

Splitting into Training and Validation

80-20 Split

In [35]:
from sklearn.model_selection import train_test_split
In [36]:
X_train, X_test, y_train, y_test = train_test_split(X_df, y, test_size=0.2, stratify=y)
In [37]:
X_train.shape,X_test.shape
Out[37]:
((120, 128), (30, 128))
In [38]:
y_train.shape,y_test.shape
Out[38]:
((120, 1), (30, 1))

Model Building

  1. Logistic Regression
  2. SVC - RBF
  3. MLP Classifier
  4. 1D CNN
In [38]:
 

1. Logistic Regression

lr.gif

In [39]:
from sklearn.linear_model import LogisticRegression
from sklearn import metrics
from sklearn.metrics import accuracy_score,classification_report
In [40]:
logit = LogisticRegression(C=0.0001)
logit.fit(X_train, y_train)
logit_prediction=logit.predict(X_test)
/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:818: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG,
In [41]:
print("The Accuracy of Logistic Regression Model is :",accuracy_score(logit_prediction,y_test))
The Accuracy of Logistic Regression Model is : 0.3333333333333333
In [42]:
print(classification_report(logit_prediction,y_test,zero_division=0))
              precision    recall  f1-score   support

           0       1.00      0.50      0.67         4
           1       1.00      1.00      1.00         2
           2       0.33      1.00      0.50         1
           3       0.00      0.00      0.00         1
           4       0.00      0.00      0.00         0
           5       0.00      0.00      0.00         2
           6       0.50      0.50      0.50         2
           7       0.50      0.50      0.50         2
           8       0.00      0.00      0.00         0
           9       0.50      0.17      0.25         6
          10       0.00      0.00      0.00         6
          11       0.50      0.50      0.50         2
          12       0.50      0.50      0.50         2
          13       0.00      0.00      0.00         0

    accuracy                           0.33        30
   macro avg       0.35      0.33      0.32        30
weighted avg       0.44      0.33      0.36        30

In [43]:
print('Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(logit_prediction,y_test))
Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2256464cd0>
In [44]:
print('Normalized Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(logit_prediction,y_test,normalize='all'))
Normalized Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2255a35250>

2. Support Vector Classifier - Radial Basis Function

svc.gif

In [45]:
from sklearn import svm
In [46]:
rbf_svc = svm.SVC(kernel = 'rbf')
In [47]:
rbf_svc.fit(X_train, y_train)
svc_prediction=rbf_svc.predict(X_test)
/usr/local/lib/python3.7/dist-packages/sklearn/utils/validation.py:993: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
In [48]:
print("The Accuracy of SVC RBF Model is :",accuracy_score(svc_prediction,y_test))
The Accuracy of SVC RBF Model is : 0.26666666666666666
In [49]:
print(classification_report(svc_prediction,y_test,zero_division=0))
              precision    recall  f1-score   support

           0       0.50      0.50      0.50         2
           1       1.00      0.67      0.80         3
           2       0.00      0.00      0.00         0
           3       0.00      0.00      0.00         1
           4       0.00      0.00      0.00         0
           5       0.00      0.00      0.00         1
           6       0.50      0.50      0.50         2
           7       0.50      0.50      0.50         2
           8       0.00      0.00      0.00         0
           9       0.50      0.14      0.22         7
          10       0.00      0.00      0.00         7
          11       0.50      0.50      0.50         2
          12       0.50      1.00      0.67         1
          13       0.00      0.00      0.00         2

    accuracy                           0.27        30
   macro avg       0.29      0.27      0.26        30
weighted avg       0.37      0.27      0.29        30

In [50]:
print('Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(svc_prediction,y_test))
Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f225591af50>
In [51]:
print('Normalized Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(svc_prediction,y_test,normalize='all'))
Normalized Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2255849ad0>

3. MLP Classifier

image.png

In [52]:
from sklearn.neural_network import MLPClassifier
In [53]:
mlp = MLPClassifier()
In [54]:
mlp.fit(X_train, y_train)
mlp_prediction=mlp.predict(X_test)
/usr/local/lib/python3.7/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:1109: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().
  y = column_or_1d(y, warn=True)
/usr/local/lib/python3.7/dist-packages/sklearn/neural_network/_multilayer_perceptron.py:696: ConvergenceWarning: Stochastic Optimizer: Maximum iterations (200) reached and the optimization hasn't converged yet.
  ConvergenceWarning,
In [55]:
print("The Accuracy of MLP Classifier is :",accuracy_score(mlp_prediction,y_test))
The Accuracy of MLP Classifier is : 0.1
In [56]:
print(classification_report(mlp_prediction,y_test,zero_division=0))
              precision    recall  f1-score   support

           0       0.00      0.00      0.00         2
           1       0.00      0.00      0.00         1
           2       0.00      0.00      0.00         1
           3       0.00      0.00      0.00         1
           4       0.33      0.25      0.29         4
           5       0.00      0.00      0.00         2
           6       0.00      0.00      0.00         0
           7       0.50      0.33      0.40         3
           8       0.00      0.00      0.00         1
           9       0.00      0.00      0.00         4
          10       0.00      0.00      0.00         5
          11       0.50      0.33      0.40         3
          12       0.00      0.00      0.00         2
          13       0.00      0.00      0.00         1

    accuracy                           0.10        30
   macro avg       0.10      0.07      0.08        30
weighted avg       0.14      0.10      0.12        30

In [57]:
print('Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(mlp_prediction,y_test))
Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f2255698890>
In [58]:
print('Normalized Confusion Matrix:',metrics.ConfusionMatrixDisplay.from_predictions(mlp_prediction,y_test,normalize='all'))
Normalized Confusion Matrix: <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at 0x7f22554cce50>

4. 1D CNN

In [59]:
X_train_1d = X_train.values.reshape(-1,128,1)
X_test_1d = X_test.values.reshape(-1,128,1)
In [60]:
import tensorflow as tf
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import InputLayer, Conv1D, MaxPooling1D, Dense, Flatten
In [61]:
tf.keras.backend.clear_session()
model = Sequential([
    InputLayer(input_shape=(128, 1)),
    Conv1D(64, 11, activation='relu', padding = "same"),
    MaxPooling1D(3),
    Conv1D(64, 9, activation='relu', padding = "same"),
    MaxPooling1D(3),
    Conv1D(64, 7, activation='relu', padding = "same"),
    MaxPooling1D(3),
    Flatten(),
    Dense(64, activation='relu'),
    Dense(64, activation='relu'),
    Dense(64, activation='relu'),
    Dense(32, activation='relu'),
    Dense(15, activation='softmax')
])
model.summary()
Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv1d (Conv1D)             (None, 128, 64)           768       
                                                                 
 max_pooling1d (MaxPooling1D  (None, 42, 64)           0         
 )                                                               
                                                                 
 conv1d_1 (Conv1D)           (None, 42, 64)            36928     
                                                                 
 max_pooling1d_1 (MaxPooling  (None, 14, 64)           0         
 1D)                                                             
                                                                 
 conv1d_2 (Conv1D)           (None, 14, 64)            28736     
                                                                 
 max_pooling1d_2 (MaxPooling  (None, 4, 64)            0         
 1D)                                                             
                                                                 
 flatten (Flatten)           (None, 256)               0         
                                                                 
 dense (Dense)               (None, 64)                16448     
                                                                 
 dense_1 (Dense)             (None, 64)                4160      
                                                                 
 dense_2 (Dense)             (None, 64)                4160      
                                                                 
 dense_3 (Dense)             (None, 32)                2080      
                                                                 
 dense_4 (Dense)             (None, 15)                495       
                                                                 
=================================================================
Total params: 93,775
Trainable params: 93,775
Non-trainable params: 0
_________________________________________________________________

Model Visualisation with Shapes

In [62]:
tf.keras.utils.plot_model(model, show_shapes=True)
Out[62]:

Model Compilation

  • Optimizer = Adam
  • Loss Function = Sparse Categorical Crossentropy
  • Metrics = Accuracy
In [63]:
model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])

Model Fitting

In [64]:
history = model.fit(X_train_1d, y_train, epochs=250, validation_data=(X_test_1d,y_test))
Epoch 1/250
4/4 [==============================] - 3s 156ms/step - loss: 3.0255 - accuracy: 0.0583 - val_loss: 2.8338 - val_accuracy: 0.1333
Epoch 2/250
4/4 [==============================] - 0s 11ms/step - loss: 2.7052 - accuracy: 0.1250 - val_loss: 2.6653 - val_accuracy: 0.0667
Epoch 3/250
4/4 [==============================] - 0s 11ms/step - loss: 2.6775 - accuracy: 0.1083 - val_loss: 2.6276 - val_accuracy: 0.1000
Epoch 4/250
4/4 [==============================] - 0s 10ms/step - loss: 2.5934 - accuracy: 0.1250 - val_loss: 2.6603 - val_accuracy: 0.1333
Epoch 5/250
4/4 [==============================] - 0s 12ms/step - loss: 2.5328 - accuracy: 0.1500 - val_loss: 2.6458 - val_accuracy: 0.1333
Epoch 6/250
4/4 [==============================] - 0s 12ms/step - loss: 2.4663 - accuracy: 0.1667 - val_loss: 2.6312 - val_accuracy: 0.1000
Epoch 7/250
4/4 [==============================] - 0s 13ms/step - loss: 2.3939 - accuracy: 0.1917 - val_loss: 2.5905 - val_accuracy: 0.1333
Epoch 8/250
4/4 [==============================] - 0s 11ms/step - loss: 2.3758 - accuracy: 0.2083 - val_loss: 2.6311 - val_accuracy: 0.1000
Epoch 9/250
4/4 [==============================] - 0s 11ms/step - loss: 2.2749 - accuracy: 0.2000 - val_loss: 2.5376 - val_accuracy: 0.2333
Epoch 10/250
4/4 [==============================] - 0s 13ms/step - loss: 2.2598 - accuracy: 0.2667 - val_loss: 2.5593 - val_accuracy: 0.2000
Epoch 11/250
4/4 [==============================] - 0s 11ms/step - loss: 2.1723 - accuracy: 0.3083 - val_loss: 2.5912 - val_accuracy: 0.1333
Epoch 12/250
4/4 [==============================] - 0s 10ms/step - loss: 2.0789 - accuracy: 0.3167 - val_loss: 2.5666 - val_accuracy: 0.2000
Epoch 13/250
4/4 [==============================] - 0s 11ms/step - loss: 2.1237 - accuracy: 0.3167 - val_loss: 2.6357 - val_accuracy: 0.1000
Epoch 14/250
4/4 [==============================] - 0s 11ms/step - loss: 2.0602 - accuracy: 0.2833 - val_loss: 2.6854 - val_accuracy: 0.2000
Epoch 15/250
4/4 [==============================] - 0s 11ms/step - loss: 2.0945 - accuracy: 0.3250 - val_loss: 2.5382 - val_accuracy: 0.3000
Epoch 16/250
4/4 [==============================] - 0s 11ms/step - loss: 1.9766 - accuracy: 0.3500 - val_loss: 2.5258 - val_accuracy: 0.1667
Epoch 17/250
4/4 [==============================] - 0s 11ms/step - loss: 2.0065 - accuracy: 0.3000 - val_loss: 2.9028 - val_accuracy: 0.1333
Epoch 18/250
4/4 [==============================] - 0s 12ms/step - loss: 2.0367 - accuracy: 0.2500 - val_loss: 2.4568 - val_accuracy: 0.2667
Epoch 19/250
4/4 [==============================] - 0s 13ms/step - loss: 1.7991 - accuracy: 0.3917 - val_loss: 2.4560 - val_accuracy: 0.3667
Epoch 20/250
4/4 [==============================] - 0s 17ms/step - loss: 1.6921 - accuracy: 0.4333 - val_loss: 2.3433 - val_accuracy: 0.3333
Epoch 21/250
4/4 [==============================] - 0s 11ms/step - loss: 1.6102 - accuracy: 0.4583 - val_loss: 2.5460 - val_accuracy: 0.2333
Epoch 22/250
4/4 [==============================] - 0s 11ms/step - loss: 1.4913 - accuracy: 0.5667 - val_loss: 2.2907 - val_accuracy: 0.4000
Epoch 23/250
4/4 [==============================] - 0s 13ms/step - loss: 1.3521 - accuracy: 0.5583 - val_loss: 2.5123 - val_accuracy: 0.3000
Epoch 24/250
4/4 [==============================] - 0s 10ms/step - loss: 1.2524 - accuracy: 0.6083 - val_loss: 2.4034 - val_accuracy: 0.4000
Epoch 25/250
4/4 [==============================] - 0s 10ms/step - loss: 1.1618 - accuracy: 0.6500 - val_loss: 2.6842 - val_accuracy: 0.3000
Epoch 26/250
4/4 [==============================] - 0s 11ms/step - loss: 1.1079 - accuracy: 0.6000 - val_loss: 2.4703 - val_accuracy: 0.2667
Epoch 27/250
4/4 [==============================] - 0s 11ms/step - loss: 1.0994 - accuracy: 0.6333 - val_loss: 2.6010 - val_accuracy: 0.3333
Epoch 28/250
4/4 [==============================] - 0s 11ms/step - loss: 1.0069 - accuracy: 0.6833 - val_loss: 2.6884 - val_accuracy: 0.3000
Epoch 29/250
4/4 [==============================] - 0s 11ms/step - loss: 0.8945 - accuracy: 0.7250 - val_loss: 2.7833 - val_accuracy: 0.3333
Epoch 30/250
4/4 [==============================] - 0s 11ms/step - loss: 0.8279 - accuracy: 0.7667 - val_loss: 2.7324 - val_accuracy: 0.3333
Epoch 31/250
4/4 [==============================] - 0s 11ms/step - loss: 0.6908 - accuracy: 0.8667 - val_loss: 3.1959 - val_accuracy: 0.2333
Epoch 32/250
4/4 [==============================] - 0s 11ms/step - loss: 0.6947 - accuracy: 0.8167 - val_loss: 3.0551 - val_accuracy: 0.3667
Epoch 33/250
4/4 [==============================] - 0s 11ms/step - loss: 0.6012 - accuracy: 0.8333 - val_loss: 2.8808 - val_accuracy: 0.3333
Epoch 34/250
4/4 [==============================] - 0s 11ms/step - loss: 0.5689 - accuracy: 0.8667 - val_loss: 3.2848 - val_accuracy: 0.3000
Epoch 35/250
4/4 [==============================] - 0s 11ms/step - loss: 0.5122 - accuracy: 0.8833 - val_loss: 3.6088 - val_accuracy: 0.2000
Epoch 36/250
4/4 [==============================] - 0s 11ms/step - loss: 0.5138 - accuracy: 0.8583 - val_loss: 3.3977 - val_accuracy: 0.3000
Epoch 37/250
4/4 [==============================] - 0s 13ms/step - loss: 0.5258 - accuracy: 0.8000 - val_loss: 3.0721 - val_accuracy: 0.4000
Epoch 38/250
4/4 [==============================] - 0s 11ms/step - loss: 0.4509 - accuracy: 0.8500 - val_loss: 3.7329 - val_accuracy: 0.2000
Epoch 39/250
4/4 [==============================] - 0s 11ms/step - loss: 0.4244 - accuracy: 0.8667 - val_loss: 3.6642 - val_accuracy: 0.4000
Epoch 40/250
4/4 [==============================] - 0s 13ms/step - loss: 0.3638 - accuracy: 0.8917 - val_loss: 3.7076 - val_accuracy: 0.3000
Epoch 41/250
4/4 [==============================] - 0s 11ms/step - loss: 0.2610 - accuracy: 0.9750 - val_loss: 3.5656 - val_accuracy: 0.3333
Epoch 42/250
4/4 [==============================] - 0s 11ms/step - loss: 0.2314 - accuracy: 0.9750 - val_loss: 3.9032 - val_accuracy: 0.3333
Epoch 43/250
4/4 [==============================] - 0s 10ms/step - loss: 0.1658 - accuracy: 0.9833 - val_loss: 4.1708 - val_accuracy: 0.3000
Epoch 44/250
4/4 [==============================] - 0s 11ms/step - loss: 0.1430 - accuracy: 1.0000 - val_loss: 4.0793 - val_accuracy: 0.3333
Epoch 45/250
4/4 [==============================] - 0s 11ms/step - loss: 0.1261 - accuracy: 0.9833 - val_loss: 4.1946 - val_accuracy: 0.3667
Epoch 46/250
4/4 [==============================] - 0s 11ms/step - loss: 0.1291 - accuracy: 1.0000 - val_loss: 4.2132 - val_accuracy: 0.2667
Epoch 47/250
4/4 [==============================] - 0s 11ms/step - loss: 0.1280 - accuracy: 0.9917 - val_loss: 4.6358 - val_accuracy: 0.3333
Epoch 48/250
4/4 [==============================] - 0s 12ms/step - loss: 0.1143 - accuracy: 1.0000 - val_loss: 4.4666 - val_accuracy: 0.3667
Epoch 49/250
4/4 [==============================] - 0s 11ms/step - loss: 0.1116 - accuracy: 0.9833 - val_loss: 4.6370 - val_accuracy: 0.2667
Epoch 50/250
4/4 [==============================] - 0s 11ms/step - loss: 0.1123 - accuracy: 0.9750 - val_loss: 4.9338 - val_accuracy: 0.2000
Epoch 51/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0982 - accuracy: 0.9917 - val_loss: 4.5316 - val_accuracy: 0.3333
Epoch 52/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0536 - accuracy: 1.0000 - val_loss: 4.6841 - val_accuracy: 0.4000
Epoch 53/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0445 - accuracy: 1.0000 - val_loss: 4.7955 - val_accuracy: 0.3000
Epoch 54/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0347 - accuracy: 1.0000 - val_loss: 4.8769 - val_accuracy: 0.3333
Epoch 55/250
4/4 [==============================] - 0s 10ms/step - loss: 0.0304 - accuracy: 1.0000 - val_loss: 4.9324 - val_accuracy: 0.3000
Epoch 56/250
4/4 [==============================] - 0s 10ms/step - loss: 0.0273 - accuracy: 1.0000 - val_loss: 5.1536 - val_accuracy: 0.3333
Epoch 57/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0229 - accuracy: 1.0000 - val_loss: 5.2221 - val_accuracy: 0.3000
Epoch 58/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0199 - accuracy: 1.0000 - val_loss: 5.2670 - val_accuracy: 0.3667
Epoch 59/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0180 - accuracy: 1.0000 - val_loss: 5.3441 - val_accuracy: 0.3000
Epoch 60/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0164 - accuracy: 1.0000 - val_loss: 5.3615 - val_accuracy: 0.3000
Epoch 61/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0149 - accuracy: 1.0000 - val_loss: 5.4095 - val_accuracy: 0.3667
Epoch 62/250
4/4 [==============================] - 0s 15ms/step - loss: 0.0138 - accuracy: 1.0000 - val_loss: 5.4306 - val_accuracy: 0.3333
Epoch 63/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0129 - accuracy: 1.0000 - val_loss: 5.4773 - val_accuracy: 0.3000
Epoch 64/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0120 - accuracy: 1.0000 - val_loss: 5.5141 - val_accuracy: 0.3333
Epoch 65/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0116 - accuracy: 1.0000 - val_loss: 5.5499 - val_accuracy: 0.3667
Epoch 66/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0106 - accuracy: 1.0000 - val_loss: 5.5985 - val_accuracy: 0.3000
Epoch 67/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0100 - accuracy: 1.0000 - val_loss: 5.6743 - val_accuracy: 0.3000
Epoch 68/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0097 - accuracy: 1.0000 - val_loss: 5.6995 - val_accuracy: 0.3333
Epoch 69/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0092 - accuracy: 1.0000 - val_loss: 5.7259 - val_accuracy: 0.3667
Epoch 70/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0087 - accuracy: 1.0000 - val_loss: 5.7522 - val_accuracy: 0.3000
Epoch 71/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0084 - accuracy: 1.0000 - val_loss: 5.8030 - val_accuracy: 0.3000
Epoch 72/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0079 - accuracy: 1.0000 - val_loss: 5.8433 - val_accuracy: 0.3333
Epoch 73/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0075 - accuracy: 1.0000 - val_loss: 5.8489 - val_accuracy: 0.3000
Epoch 74/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0072 - accuracy: 1.0000 - val_loss: 5.8963 - val_accuracy: 0.3000
Epoch 75/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0069 - accuracy: 1.0000 - val_loss: 5.9354 - val_accuracy: 0.3000
Epoch 76/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0066 - accuracy: 1.0000 - val_loss: 5.9600 - val_accuracy: 0.3000
Epoch 77/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0064 - accuracy: 1.0000 - val_loss: 5.9844 - val_accuracy: 0.3000
Epoch 78/250
4/4 [==============================] - 0s 10ms/step - loss: 0.0062 - accuracy: 1.0000 - val_loss: 6.0124 - val_accuracy: 0.3000
Epoch 79/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0060 - accuracy: 1.0000 - val_loss: 6.0249 - val_accuracy: 0.3000
Epoch 80/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0058 - accuracy: 1.0000 - val_loss: 6.0701 - val_accuracy: 0.3000
Epoch 81/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0056 - accuracy: 1.0000 - val_loss: 6.0981 - val_accuracy: 0.3000
Epoch 82/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0054 - accuracy: 1.0000 - val_loss: 6.1170 - val_accuracy: 0.3000
Epoch 83/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0052 - accuracy: 1.0000 - val_loss: 6.1250 - val_accuracy: 0.3000
Epoch 84/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0050 - accuracy: 1.0000 - val_loss: 6.1466 - val_accuracy: 0.3000
Epoch 85/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0049 - accuracy: 1.0000 - val_loss: 6.1708 - val_accuracy: 0.3000
Epoch 86/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0047 - accuracy: 1.0000 - val_loss: 6.2143 - val_accuracy: 0.3000
Epoch 87/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0046 - accuracy: 1.0000 - val_loss: 6.2396 - val_accuracy: 0.3000
Epoch 88/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0045 - accuracy: 1.0000 - val_loss: 6.2411 - val_accuracy: 0.3000
Epoch 89/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0043 - accuracy: 1.0000 - val_loss: 6.2620 - val_accuracy: 0.3333
Epoch 90/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0042 - accuracy: 1.0000 - val_loss: 6.2984 - val_accuracy: 0.3000
Epoch 91/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0041 - accuracy: 1.0000 - val_loss: 6.3192 - val_accuracy: 0.3000
Epoch 92/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0040 - accuracy: 1.0000 - val_loss: 6.3390 - val_accuracy: 0.3000
Epoch 93/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0039 - accuracy: 1.0000 - val_loss: 6.3519 - val_accuracy: 0.3000
Epoch 94/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0039 - accuracy: 1.0000 - val_loss: 6.3758 - val_accuracy: 0.3000
Epoch 95/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0037 - accuracy: 1.0000 - val_loss: 6.3934 - val_accuracy: 0.3000
Epoch 96/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0036 - accuracy: 1.0000 - val_loss: 6.4040 - val_accuracy: 0.3000
Epoch 97/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0035 - accuracy: 1.0000 - val_loss: 6.4313 - val_accuracy: 0.3000
Epoch 98/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0034 - accuracy: 1.0000 - val_loss: 6.4538 - val_accuracy: 0.3000
Epoch 99/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0033 - accuracy: 1.0000 - val_loss: 6.4734 - val_accuracy: 0.3000
Epoch 100/250
4/4 [==============================] - 0s 17ms/step - loss: 0.0032 - accuracy: 1.0000 - val_loss: 6.5001 - val_accuracy: 0.3000
Epoch 101/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0032 - accuracy: 1.0000 - val_loss: 6.5197 - val_accuracy: 0.3000
Epoch 102/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0031 - accuracy: 1.0000 - val_loss: 6.5400 - val_accuracy: 0.3000
Epoch 103/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0030 - accuracy: 1.0000 - val_loss: 6.5507 - val_accuracy: 0.3000
Epoch 104/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0029 - accuracy: 1.0000 - val_loss: 6.5635 - val_accuracy: 0.3000
Epoch 105/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0029 - accuracy: 1.0000 - val_loss: 6.5804 - val_accuracy: 0.3000
Epoch 106/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0028 - accuracy: 1.0000 - val_loss: 6.5920 - val_accuracy: 0.3000
Epoch 107/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0027 - accuracy: 1.0000 - val_loss: 6.6213 - val_accuracy: 0.3000
Epoch 108/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0027 - accuracy: 1.0000 - val_loss: 6.6377 - val_accuracy: 0.3000
Epoch 109/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0026 - accuracy: 1.0000 - val_loss: 6.6484 - val_accuracy: 0.3000
Epoch 110/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0026 - accuracy: 1.0000 - val_loss: 6.6607 - val_accuracy: 0.3000
Epoch 111/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0025 - accuracy: 1.0000 - val_loss: 6.6917 - val_accuracy: 0.3000
Epoch 112/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0024 - accuracy: 1.0000 - val_loss: 6.7101 - val_accuracy: 0.3000
Epoch 113/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0024 - accuracy: 1.0000 - val_loss: 6.7265 - val_accuracy: 0.3000
Epoch 114/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0023 - accuracy: 1.0000 - val_loss: 6.7412 - val_accuracy: 0.3000
Epoch 115/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0023 - accuracy: 1.0000 - val_loss: 6.7620 - val_accuracy: 0.3000
Epoch 116/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0023 - accuracy: 1.0000 - val_loss: 6.7732 - val_accuracy: 0.3000
Epoch 117/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0022 - accuracy: 1.0000 - val_loss: 6.7824 - val_accuracy: 0.3000
Epoch 118/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0022 - accuracy: 1.0000 - val_loss: 6.7928 - val_accuracy: 0.3000
Epoch 119/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000 - val_loss: 6.8027 - val_accuracy: 0.3000
Epoch 120/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0021 - accuracy: 1.0000 - val_loss: 6.8200 - val_accuracy: 0.3000
Epoch 121/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 6.8374 - val_accuracy: 0.3000
Epoch 122/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 6.8499 - val_accuracy: 0.3000
Epoch 123/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0020 - accuracy: 1.0000 - val_loss: 6.8660 - val_accuracy: 0.3000
Epoch 124/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0019 - accuracy: 1.0000 - val_loss: 6.8756 - val_accuracy: 0.3000
Epoch 125/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0019 - accuracy: 1.0000 - val_loss: 6.8947 - val_accuracy: 0.3000
Epoch 126/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 6.9153 - val_accuracy: 0.3000
Epoch 127/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 6.9285 - val_accuracy: 0.3000
Epoch 128/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0018 - accuracy: 1.0000 - val_loss: 6.9399 - val_accuracy: 0.3000
Epoch 129/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9470 - val_accuracy: 0.3000
Epoch 130/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9624 - val_accuracy: 0.3000
Epoch 131/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9812 - val_accuracy: 0.3000
Epoch 132/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0017 - accuracy: 1.0000 - val_loss: 6.9896 - val_accuracy: 0.3000
Epoch 133/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 6.9944 - val_accuracy: 0.3000
Epoch 134/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 7.0088 - val_accuracy: 0.3000
Epoch 135/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 7.0217 - val_accuracy: 0.3000
Epoch 136/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0016 - accuracy: 1.0000 - val_loss: 7.0379 - val_accuracy: 0.3000
Epoch 137/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 7.0451 - val_accuracy: 0.3000
Epoch 138/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 7.0542 - val_accuracy: 0.3000
Epoch 139/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0015 - accuracy: 1.0000 - val_loss: 7.0638 - val_accuracy: 0.3000
Epoch 140/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.0815 - val_accuracy: 0.3000
Epoch 141/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1024 - val_accuracy: 0.3000
Epoch 142/250
4/4 [==============================] - 0s 10ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1137 - val_accuracy: 0.3000
Epoch 143/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1187 - val_accuracy: 0.3000
Epoch 144/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 7.1313 - val_accuracy: 0.3000
Epoch 145/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1430 - val_accuracy: 0.3000
Epoch 146/250
4/4 [==============================] - 0s 13ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1567 - val_accuracy: 0.3000
Epoch 147/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1719 - val_accuracy: 0.3000
Epoch 148/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1886 - val_accuracy: 0.3000
Epoch 149/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0013 - accuracy: 1.0000 - val_loss: 7.1978 - val_accuracy: 0.3000
Epoch 150/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2125 - val_accuracy: 0.3000
Epoch 151/250
4/4 [==============================] - 0s 12ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2236 - val_accuracy: 0.3000
Epoch 152/250
4/4 [==============================] - 0s 10ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2283 - val_accuracy: 0.3000
Epoch 153/250
4/4 [==============================] - 0s 10ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2285 - val_accuracy: 0.3000
Epoch 154/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0012 - accuracy: 1.0000 - val_loss: 7.2399 - val_accuracy: 0.3000
Epoch 155/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2524 - val_accuracy: 0.3000
Epoch 156/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2654 - val_accuracy: 0.3000
Epoch 157/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2792 - val_accuracy: 0.3000
Epoch 158/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2821 - val_accuracy: 0.3000
Epoch 159/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.2937 - val_accuracy: 0.3000
Epoch 160/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.3050 - val_accuracy: 0.3000
Epoch 161/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 7.3153 - val_accuracy: 0.3000
Epoch 162/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 7.3270 - val_accuracy: 0.3000
Epoch 163/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 7.3367 - val_accuracy: 0.3000
Epoch 164/250
4/4 [==============================] - 0s 11ms/step - loss: 0.0010 - accuracy: 1.0000 - val_loss: 7.3496 - val_accuracy: 0.3000
Epoch 165/250
4/4 [==============================] - 0s 13ms/step - loss: 9.9461e-04 - accuracy: 1.0000 - val_loss: 7.3618 - val_accuracy: 0.3000
Epoch 166/250
4/4 [==============================] - 0s 11ms/step - loss: 9.7973e-04 - accuracy: 1.0000 - val_loss: 7.3716 - val_accuracy: 0.3000
Epoch 167/250
4/4 [==============================] - 0s 11ms/step - loss: 9.6459e-04 - accuracy: 1.0000 - val_loss: 7.3823 - val_accuracy: 0.3000
Epoch 168/250
4/4 [==============================] - 0s 11ms/step - loss: 9.5459e-04 - accuracy: 1.0000 - val_loss: 7.3977 - val_accuracy: 0.3000
Epoch 169/250
4/4 [==============================] - 0s 11ms/step - loss: 9.4105e-04 - accuracy: 1.0000 - val_loss: 7.4086 - val_accuracy: 0.3000
Epoch 170/250
4/4 [==============================] - 0s 12ms/step - loss: 9.2251e-04 - accuracy: 1.0000 - val_loss: 7.4171 - val_accuracy: 0.3000
Epoch 171/250
4/4 [==============================] - 0s 12ms/step - loss: 9.1344e-04 - accuracy: 1.0000 - val_loss: 7.4305 - val_accuracy: 0.3000
Epoch 172/250
4/4 [==============================] - 0s 13ms/step - loss: 9.0037e-04 - accuracy: 1.0000 - val_loss: 7.4441 - val_accuracy: 0.3000
Epoch 173/250
4/4 [==============================] - 0s 11ms/step - loss: 8.8781e-04 - accuracy: 1.0000 - val_loss: 7.4601 - val_accuracy: 0.3000
Epoch 174/250
4/4 [==============================] - 0s 11ms/step - loss: 8.7967e-04 - accuracy: 1.0000 - val_loss: 7.4686 - val_accuracy: 0.3000
Epoch 175/250
4/4 [==============================] - 0s 11ms/step - loss: 8.6577e-04 - accuracy: 1.0000 - val_loss: 7.4745 - val_accuracy: 0.3000
Epoch 176/250
4/4 [==============================] - 0s 11ms/step - loss: 8.5352e-04 - accuracy: 1.0000 - val_loss: 7.4840 - val_accuracy: 0.3000
Epoch 177/250
4/4 [==============================] - 0s 11ms/step - loss: 8.4256e-04 - accuracy: 1.0000 - val_loss: 7.4966 - val_accuracy: 0.3000
Epoch 178/250
4/4 [==============================] - 0s 16ms/step - loss: 8.3038e-04 - accuracy: 1.0000 - val_loss: 7.5016 - val_accuracy: 0.3000
Epoch 179/250
4/4 [==============================] - 0s 11ms/step - loss: 8.2155e-04 - accuracy: 1.0000 - val_loss: 7.5088 - val_accuracy: 0.3000
Epoch 180/250
4/4 [==============================] - 0s 13ms/step - loss: 8.0872e-04 - accuracy: 1.0000 - val_loss: 7.5124 - val_accuracy: 0.3000
Epoch 181/250
4/4 [==============================] - 0s 11ms/step - loss: 8.0123e-04 - accuracy: 1.0000 - val_loss: 7.5168 - val_accuracy: 0.3000
Epoch 182/250
4/4 [==============================] - 0s 11ms/step - loss: 7.9150e-04 - accuracy: 1.0000 - val_loss: 7.5294 - val_accuracy: 0.3000
Epoch 183/250
4/4 [==============================] - 0s 11ms/step - loss: 7.7683e-04 - accuracy: 1.0000 - val_loss: 7.5394 - val_accuracy: 0.3000
Epoch 184/250
4/4 [==============================] - 0s 11ms/step - loss: 7.7202e-04 - accuracy: 1.0000 - val_loss: 7.5473 - val_accuracy: 0.3000
Epoch 185/250
4/4 [==============================] - 0s 13ms/step - loss: 7.6165e-04 - accuracy: 1.0000 - val_loss: 7.5572 - val_accuracy: 0.3000
Epoch 186/250
4/4 [==============================] - 0s 12ms/step - loss: 7.5108e-04 - accuracy: 1.0000 - val_loss: 7.5618 - val_accuracy: 0.3000
Epoch 187/250
4/4 [==============================] - 0s 11ms/step - loss: 7.4278e-04 - accuracy: 1.0000 - val_loss: 7.5703 - val_accuracy: 0.3000
Epoch 188/250
4/4 [==============================] - 0s 15ms/step - loss: 7.3670e-04 - accuracy: 1.0000 - val_loss: 7.5785 - val_accuracy: 0.3000
Epoch 189/250
4/4 [==============================] - 0s 12ms/step - loss: 7.2502e-04 - accuracy: 1.0000 - val_loss: 7.5877 - val_accuracy: 0.3000
Epoch 190/250
4/4 [==============================] - 0s 13ms/step - loss: 7.1962e-04 - accuracy: 1.0000 - val_loss: 7.5933 - val_accuracy: 0.3000
Epoch 191/250
4/4 [==============================] - 0s 11ms/step - loss: 7.0808e-04 - accuracy: 1.0000 - val_loss: 7.6022 - val_accuracy: 0.3000
Epoch 192/250
4/4 [==============================] - 0s 12ms/step - loss: 7.0079e-04 - accuracy: 1.0000 - val_loss: 7.6119 - val_accuracy: 0.3000
Epoch 193/250
4/4 [==============================] - 0s 11ms/step - loss: 6.9288e-04 - accuracy: 1.0000 - val_loss: 7.6239 - val_accuracy: 0.3000
Epoch 194/250
4/4 [==============================] - 0s 11ms/step - loss: 6.8426e-04 - accuracy: 1.0000 - val_loss: 7.6286 - val_accuracy: 0.3000
Epoch 195/250
4/4 [==============================] - 0s 11ms/step - loss: 6.7454e-04 - accuracy: 1.0000 - val_loss: 7.6327 - val_accuracy: 0.3000
Epoch 196/250
4/4 [==============================] - 0s 12ms/step - loss: 6.6652e-04 - accuracy: 1.0000 - val_loss: 7.6358 - val_accuracy: 0.3000
Epoch 197/250
4/4 [==============================] - 0s 12ms/step - loss: 6.6571e-04 - accuracy: 1.0000 - val_loss: 7.6397 - val_accuracy: 0.3000
Epoch 198/250
4/4 [==============================] - 0s 11ms/step - loss: 6.5460e-04 - accuracy: 1.0000 - val_loss: 7.6536 - val_accuracy: 0.3000
Epoch 199/250
4/4 [==============================] - 0s 12ms/step - loss: 6.4492e-04 - accuracy: 1.0000 - val_loss: 7.6676 - val_accuracy: 0.3000
Epoch 200/250
4/4 [==============================] - 0s 11ms/step - loss: 6.3698e-04 - accuracy: 1.0000 - val_loss: 7.6782 - val_accuracy: 0.3000
Epoch 201/250
4/4 [==============================] - 0s 12ms/step - loss: 6.3047e-04 - accuracy: 1.0000 - val_loss: 7.6839 - val_accuracy: 0.3000
Epoch 202/250
4/4 [==============================] - 0s 11ms/step - loss: 6.2303e-04 - accuracy: 1.0000 - val_loss: 7.6856 - val_accuracy: 0.3000
Epoch 203/250
4/4 [==============================] - 0s 11ms/step - loss: 6.1597e-04 - accuracy: 1.0000 - val_loss: 7.6912 - val_accuracy: 0.3000
Epoch 204/250
4/4 [==============================] - 0s 11ms/step - loss: 6.0978e-04 - accuracy: 1.0000 - val_loss: 7.6989 - val_accuracy: 0.3000
Epoch 205/250
4/4 [==============================] - 0s 11ms/step - loss: 6.0229e-04 - accuracy: 1.0000 - val_loss: 7.7081 - val_accuracy: 0.3000
Epoch 206/250
4/4 [==============================] - 0s 12ms/step - loss: 5.9561e-04 - accuracy: 1.0000 - val_loss: 7.7142 - val_accuracy: 0.3000
Epoch 207/250
4/4 [==============================] - 0s 11ms/step - loss: 5.9146e-04 - accuracy: 1.0000 - val_loss: 7.7219 - val_accuracy: 0.3000
Epoch 208/250
4/4 [==============================] - 0s 12ms/step - loss: 5.8581e-04 - accuracy: 1.0000 - val_loss: 7.7257 - val_accuracy: 0.3000
Epoch 209/250
4/4 [==============================] - 0s 12ms/step - loss: 5.7725e-04 - accuracy: 1.0000 - val_loss: 7.7292 - val_accuracy: 0.3000
Epoch 210/250
4/4 [==============================] - 0s 13ms/step - loss: 5.7283e-04 - accuracy: 1.0000 - val_loss: 7.7396 - val_accuracy: 0.3000
Epoch 211/250
4/4 [==============================] - 0s 12ms/step - loss: 5.6427e-04 - accuracy: 1.0000 - val_loss: 7.7479 - val_accuracy: 0.3000
Epoch 212/250
4/4 [==============================] - 0s 13ms/step - loss: 5.5873e-04 - accuracy: 1.0000 - val_loss: 7.7585 - val_accuracy: 0.3000
Epoch 213/250
4/4 [==============================] - 0s 11ms/step - loss: 5.5267e-04 - accuracy: 1.0000 - val_loss: 7.7647 - val_accuracy: 0.3000
Epoch 214/250
4/4 [==============================] - 0s 13ms/step - loss: 5.4688e-04 - accuracy: 1.0000 - val_loss: 7.7702 - val_accuracy: 0.3000
Epoch 215/250
4/4 [==============================] - 0s 12ms/step - loss: 5.4243e-04 - accuracy: 1.0000 - val_loss: 7.7773 - val_accuracy: 0.3000
Epoch 216/250
4/4 [==============================] - 0s 12ms/step - loss: 5.3525e-04 - accuracy: 1.0000 - val_loss: 7.7849 - val_accuracy: 0.3000
Epoch 217/250
4/4 [==============================] - 0s 12ms/step - loss: 5.3219e-04 - accuracy: 1.0000 - val_loss: 7.7909 - val_accuracy: 0.3333
Epoch 218/250
4/4 [==============================] - 0s 12ms/step - loss: 5.2573e-04 - accuracy: 1.0000 - val_loss: 7.7982 - val_accuracy: 0.3000
Epoch 219/250
4/4 [==============================] - 0s 13ms/step - loss: 5.2161e-04 - accuracy: 1.0000 - val_loss: 7.8060 - val_accuracy: 0.3000
Epoch 220/250
4/4 [==============================] - 0s 12ms/step - loss: 5.1717e-04 - accuracy: 1.0000 - val_loss: 7.8155 - val_accuracy: 0.3000
Epoch 221/250
4/4 [==============================] - 0s 11ms/step - loss: 5.1016e-04 - accuracy: 1.0000 - val_loss: 7.8265 - val_accuracy: 0.3000
Epoch 222/250
4/4 [==============================] - 0s 12ms/step - loss: 5.0566e-04 - accuracy: 1.0000 - val_loss: 7.8328 - val_accuracy: 0.3000
Epoch 223/250
4/4 [==============================] - 0s 11ms/step - loss: 4.9879e-04 - accuracy: 1.0000 - val_loss: 7.8347 - val_accuracy: 0.3333
Epoch 224/250
4/4 [==============================] - 0s 11ms/step - loss: 4.9538e-04 - accuracy: 1.0000 - val_loss: 7.8411 - val_accuracy: 0.3333
Epoch 225/250
4/4 [==============================] - 0s 11ms/step - loss: 4.8961e-04 - accuracy: 1.0000 - val_loss: 7.8485 - val_accuracy: 0.3000
Epoch 226/250
4/4 [==============================] - 0s 11ms/step - loss: 4.8472e-04 - accuracy: 1.0000 - val_loss: 7.8561 - val_accuracy: 0.3000
Epoch 227/250
4/4 [==============================] - 0s 12ms/step - loss: 4.8117e-04 - accuracy: 1.0000 - val_loss: 7.8618 - val_accuracy: 0.3333
Epoch 228/250
4/4 [==============================] - 0s 14ms/step - loss: 4.7432e-04 - accuracy: 1.0000 - val_loss: 7.8656 - val_accuracy: 0.3333
Epoch 229/250
4/4 [==============================] - 0s 11ms/step - loss: 4.7193e-04 - accuracy: 1.0000 - val_loss: 7.8735 - val_accuracy: 0.3000
Epoch 230/250
4/4 [==============================] - 0s 11ms/step - loss: 4.6696e-04 - accuracy: 1.0000 - val_loss: 7.8786 - val_accuracy: 0.3333
Epoch 231/250
4/4 [==============================] - 0s 11ms/step - loss: 4.6133e-04 - accuracy: 1.0000 - val_loss: 7.8871 - val_accuracy: 0.3333
Epoch 232/250
4/4 [==============================] - 0s 12ms/step - loss: 4.5634e-04 - accuracy: 1.0000 - val_loss: 7.8963 - val_accuracy: 0.3333
Epoch 233/250
4/4 [==============================] - 0s 11ms/step - loss: 4.5261e-04 - accuracy: 1.0000 - val_loss: 7.9067 - val_accuracy: 0.3333
Epoch 234/250
4/4 [==============================] - 0s 12ms/step - loss: 4.4895e-04 - accuracy: 1.0000 - val_loss: 7.9116 - val_accuracy: 0.3333
Epoch 235/250
4/4 [==============================] - 0s 11ms/step - loss: 4.4431e-04 - accuracy: 1.0000 - val_loss: 7.9185 - val_accuracy: 0.3333
Epoch 236/250
4/4 [==============================] - 0s 11ms/step - loss: 4.3912e-04 - accuracy: 1.0000 - val_loss: 7.9195 - val_accuracy: 0.3333
Epoch 237/250
4/4 [==============================] - 0s 18ms/step - loss: 4.3675e-04 - accuracy: 1.0000 - val_loss: 7.9295 - val_accuracy: 0.3333
Epoch 238/250
4/4 [==============================] - 0s 11ms/step - loss: 4.3272e-04 - accuracy: 1.0000 - val_loss: 7.9328 - val_accuracy: 0.3333
Epoch 239/250
4/4 [==============================] - 0s 11ms/step - loss: 4.2730e-04 - accuracy: 1.0000 - val_loss: 7.9445 - val_accuracy: 0.3333
Epoch 240/250
4/4 [==============================] - 0s 12ms/step - loss: 4.2395e-04 - accuracy: 1.0000 - val_loss: 7.9567 - val_accuracy: 0.3333
Epoch 241/250
4/4 [==============================] - 0s 11ms/step - loss: 4.1928e-04 - accuracy: 1.0000 - val_loss: 7.9606 - val_accuracy: 0.3333
Epoch 242/250
4/4 [==============================] - 0s 11ms/step - loss: 4.1545e-04 - accuracy: 1.0000 - val_loss: 7.9631 - val_accuracy: 0.3333
Epoch 243/250
4/4 [==============================] - 0s 11ms/step - loss: 4.1100e-04 - accuracy: 1.0000 - val_loss: 7.9681 - val_accuracy: 0.3333
Epoch 244/250
4/4 [==============================] - 0s 11ms/step - loss: 4.0722e-04 - accuracy: 1.0000 - val_loss: 7.9746 - val_accuracy: 0.3333
Epoch 245/250
4/4 [==============================] - 0s 12ms/step - loss: 4.0424e-04 - accuracy: 1.0000 - val_loss: 7.9820 - val_accuracy: 0.3333
Epoch 246/250
4/4 [==============================] - 0s 13ms/step - loss: 4.0132e-04 - accuracy: 1.0000 - val_loss: 7.9902 - val_accuracy: 0.3333
Epoch 247/250
4/4 [==============================] - 0s 11ms/step - loss: 3.9678e-04 - accuracy: 1.0000 - val_loss: 7.9955 - val_accuracy: 0.3333
Epoch 248/250
4/4 [==============================] - 0s 13ms/step - loss: 3.9304e-04 - accuracy: 1.0000 - val_loss: 8.0034 - val_accuracy: 0.3333
Epoch 249/250
4/4 [==============================] - 0s 12ms/step - loss: 3.9101e-04 - accuracy: 1.0000 - val_loss: 8.0053 - val_accuracy: 0.3333
Epoch 250/250
4/4 [==============================] - 0s 11ms/step - loss: 3.8596e-04 - accuracy: 1.0000 - val_loss: 8.0165 - val_accuracy: 0.3333

Model Evaluation

In [65]:
model.evaluate(X_test_1d,y_test)
1/1 [==============================] - 0s 19ms/step - loss: 8.0165 - accuracy: 0.3333
Out[65]:
[8.016518592834473, 0.3333333432674408]

Plotting Model Loss and Accuracy

In [66]:
plt.figure(figsize=(15,8))
plt.plot(history.history['loss'])
plt.xlabel('EPOCH')
plt.ylabel('LOSS')
plt.title('Model Loss')
plt.legend(['train'])
plt.show()

plt.figure(figsize=(15,8))
plt.plot(history.history['accuracy'])
plt.xlabel('EPOCH')
plt.ylabel('ACCURACY')
plt.title('MODEL ACCURACY')
plt.legend(['train'])
plt.show()

Checking the Accuracy on Validation Set

In [67]:
cnn_1d_predict = model.predict(X_test_1d)
cnn_1d_predict = np.argmax(cnn_1d_predict, axis=1)
print("The Accuracy of 1D CNN is :",accuracy_score(cnn_1d_predict,y_test))
The Accuracy of 1D CNN is : 0.3333333333333333
In [68]:
print(classification_report(cnn_1d_predict,y_test,zero_division=0))
              precision    recall  f1-score   support

           0       1.00      0.67      0.80         3
           1       0.00      0.00      0.00         0
           2       0.67      0.67      0.67         3
           3       0.00      0.00      0.00         1
           4       0.00      0.00      0.00         4
           5       0.00      0.00      0.00         1
           6       1.00      1.00      1.00         2
           7       0.50      1.00      0.67         1
           8       0.00      0.00      0.00         1
           9       0.00      0.00      0.00         4
          10       0.50      0.20      0.29         5
          11       0.00      0.00      0.00         0
          12       0.50      0.25      0.33         4
          13       0.50      1.00      0.67         1

    accuracy                           0.33        30
   macro avg       0.33      0.34      0.32        30
weighted avg       0.42      0.33      0.35        30

Model Testing

Use of custom recording to test against the model built.

Picking 3 random words from 15 to test.

  1. Index = x123

'بھارت' = Bharat (India)

  1. Index = xx84

'سو' = So (Sleep)

  1. Index = xx85

'خود' = Khud (Myself)

In [69]:
path=["bharat.wav","so.wav","khud.wav"]
word = ['bharat','so','khud']
In [70]:
test_df=pd.DataFrame(list(zip(word,path)),columns=['Word','Path'])
In [71]:
test_df
Out[71]:
Word Path
0 bharat bharat.wav
1 so so.wav
2 khud khud.wav
In [72]:
X_df=pd.DataFrame(test_df['Path'].apply(lambda x: mfcc_features(x)).tolist())
In [73]:
X_df
Out[73]:
0 1 2 3 4 5 6 7 8 9 ... 118 119 120 121 122 123 124 125 126 127
0 -626.747192 75.354279 -39.763008 15.040310 -16.372393 18.608427 -17.413773 8.460178 -7.454381 0.849447 ... -0.781751 -0.210532 0.497856 -0.178552 0.108227 -0.290719 0.637350 -0.362942 0.034155 0.095484
1 -626.612732 47.331394 -24.217834 11.908261 -13.973323 9.625823 -10.186502 4.877966 -6.144906 0.316926 ... -1.053568 -0.430440 -0.089951 -0.264556 -0.646423 -0.610966 -0.074608 -0.156551 -0.547317 0.376719
2 -623.571228 71.556961 -30.921532 14.448839 -17.444151 15.075999 -11.978877 9.270804 -11.673677 -2.960443 ... -0.950992 -0.776392 -0.422833 -0.633455 -0.399665 -0.336365 0.299548 -0.086371 -0.244276 0.097072

3 rows × 128 columns

In [74]:
predictions=model.predict(X_df)
In [75]:
predictions=np.argmax(predictions,axis=1)
In [76]:
predictions
Out[76]:
array([11,  2,  2])
In [77]:
predictions=encoder.inverse_transform(predictions)
In [78]:
predictions
Out[78]:
array(['189', '085', '085'], dtype=object)
In [79]:
dataframe.loc[dataframe.Corpus.isin(predictions)]
Out[79]:
Corpus English Urdu Path
22 085 Khud(Myself) تعلیم files/AEFYG1/AEFYG1085.wav
23 085 Khud(Myself) تعلیم files/AFFYG1/AFFYG1085.wav
24 085 Khud(Myself) تعلیم files/AGMNG1/AGMNG1085.wav
25 085 Khud(Myself) تعلیم files/AHMNG1/AHMNG1085.wav
26 085 Khud(Myself) تعلیم files/ACMNG2/ACMNG2085.wav
27 085 Khud(Myself) تعلیم files/AIMYG2/AIMYG2085.wav
28 085 Khud(Myself) تعلیم files/AJMNG2/AJMNG2085.wav
29 085 Khud(Myself) تعلیم files/AKMNG2/AKMNG2085.wav
30 085 Khud(Myself) تعلیم files/AAMNG1/AAMNG1098.wav
31 085 Khud(Myself) تعلیم files/ABMNG1/ABMNG1098.wav
32 085 Khud(Myself) تعلیم files/AEFYG1/AEFYG1098.wav
88 189 Maujuda(Current) سخت files/AJMNG2/AJMNG2189.wav
89 189 Maujuda(Current) سخت files/AKMNG2/AKMNG2189.wav
90 189 Maujuda(Current) سخت files/AAMNG1/AAMNG1193.wav
91 189 Maujuda(Current) سخت files/ABMNG1/ABMNG1193.wav
92 189 Maujuda(Current) سخت files/AEFYG1/AEFYG1193.wav
93 189 Maujuda(Current) سخت files/AFFYG1/AFFYG1193.wav
94 189 Maujuda(Current) سخت files/AGMNG1/AGMNG1193.wav
95 189 Maujuda(Current) سخت files/AHMNG1/AHMNG1193.wav
96 189 Maujuda(Current) سخت files/ACMNG2/ACMNG2193.wav
97 189 Maujuda(Current) سخت files/AIMYG2/AIMYG2193.wav
98 189 Maujuda(Current) سخت files/AJMNG2/AJMNG2193.wav

Conclusions

  • As we can none of the words are classified correctly.
  • The main problem here is that there is very less amount of training and testing data.
  • Best Model is found to be 1D CNN with an accuracy of 33% with 128 MFCC features.